From 656d497c9d5cf51127343b39a11fa0fc96641bf3 Mon Sep 17 00:00:00 2001
From: Ivan Ogasawara <ivan.ogasawara@gmail.com>
Date: Wed, 24 Aug 2022 13:51:11 -0400
Subject: [PATCH] feat(airflow): Add Apache Airflow to the pipeline (#74)

* feat(airflow): Add Apache Airflow to the pipeline
---
 .env.tpl                                      |   25 +-
 .github/workflows/main.yaml                   |   47 +-
 .gitignore                                    |    3 +
 Data_Collection/CRON_scripts/config.py        |    8 +-
 Makefile                                      |   52 +-
 README.md                                     |   14 +-
 conda/airflow.yaml                            |   47 +
 conda/conda-linux-64.lock                     |  232 ++--
 conda/conda-osx-64.lock                       |  168 +--
 conda/prod.yaml                               |    3 -
 docker/airflow/Dockerfile                     |   60 +
 docker/airflow/airflow.cfg                    | 1234 +++++++++++++++++
 docker/airflow/scripts/create-admin.sh        |   11 +
 docker/airflow/scripts/entrypoint.sh          |   20 +
 docker/airflow/scripts/init-db.sh             |   48 +
 docker/airflow/scripts/startup.sh             |   28 +
 docker/airflow/scripts/webserver_config.py    |    0
 docker/compose-base.yaml                      |   39 +-
 docker/compose-dev.yaml                       |   21 +-
 docker/postgresql/Dockerfile                  |   15 +-
 docker/postgresql/prepare-db.sh               |   21 -
 docker/postgresql/scripts/dev/prepare-db.sh   |   19 +
 docker/postgresql/sql/dev/01-database.sql     |   37 +
 .../sql/dev/02-epigraphhub.sql}               |   34 +-
 .../sql/dev/03-privatehub.sql}                |   75 +
 docker/sql/database.sql                       |   23 -
 docker/superset/entrypoint.sh                 |    2 +
 .../{prepare-host-db.sh => prepare-host.sh}   |    9 +
 28 files changed, 1990 insertions(+), 305 deletions(-)
 create mode 100644 conda/airflow.yaml
 create mode 100644 docker/airflow/Dockerfile
 create mode 100644 docker/airflow/airflow.cfg
 create mode 100755 docker/airflow/scripts/create-admin.sh
 create mode 100755 docker/airflow/scripts/entrypoint.sh
 create mode 100755 docker/airflow/scripts/init-db.sh
 create mode 100755 docker/airflow/scripts/startup.sh
 create mode 100644 docker/airflow/scripts/webserver_config.py
 delete mode 100644 docker/postgresql/prepare-db.sh
 create mode 100644 docker/postgresql/scripts/dev/prepare-db.sh
 create mode 100644 docker/postgresql/sql/dev/01-database.sql
 rename docker/{sql/epigraphhub.sql => postgresql/sql/dev/02-epigraphhub.sql} (99%)
 rename docker/{sql/privatehub.sql => postgresql/sql/dev/03-privatehub.sql} (67%)
 delete mode 100644 docker/sql/database.sql
 rename scripts/{prepare-host-db.sh => prepare-host.sh} (56%)

diff --git a/.env.tpl b/.env.tpl
index 14dcfc2e..c599b3b9 100644
--- a/.env.tpl
+++ b/.env.tpl
@@ -1,3 +1,19 @@
+_AIRFLOW_DB_UPGRADE="true"
+_AIRFLOW_WWW_USER_CREATE="true"
+_AIRFLOW_WWW_USER_USERNAME=${_AIRFLOW_WWW_USER_USERNAME}
+_AIRFLOW_WWW_USER_PASSWORD=${_AIRFLOW_WWW_USER_PASSWORD}
+_AIRFLOW_WWW_USER_EMAIL=${_AIRFLOW_WWW_USER_EMAIL}
+_AIRFLOW_WWW_USER_FIRST_NAME=${_AIRFLOW_WWW_USER_FIRST_NAME}
+_AIRFLOW_WWW_USER_LAST_NAME=${_AIRFLOW_WWW_USER_LAST_NAME}
+_PIP_ADDITIONAL_REQUIREMENTS=${_PIP_ADDITIONAL_REQUIREMENTS}
+AIRFLOW__API__AUTH_BACKENDS="airflow.api.auth.backend.basic_auth"
+AIRFLOW__CORE__DAGS_ARE_PAUSED_AT_CREATION=${AIRFLOW__CORE__DAGS_ARE_PAUSED_AT_CREATION}
+AIRFLOW__CORE__FERNET_KEY=${AIRFLOW__CORE__FERNET_KEY}
+AIRFLOW__DATABASE__SQL_ALCHEMY_CONN=${AIRFLOW__DATABASE__SQL_ALCHEMY_CONN}
+AIRFLOW__WEBSERVER__SECRET_KEY=${AIRFLOW__WEBSERVER__SECRET_KEY}
+AIRFLOW_UID=${AIRFLOW_UID}
+AIRFLOW_PORT=${AIRFLOW_PORT}
+AIRFLOW_FILES_PATH_DIR_HOST=${AIRFLOW_FILES_PATH_DIR_HOST}
 ANSIBLE_VAULT_KEY=${ANSIBLE_VAULT_KEY}
 ENV=${ENV}
 FLOWER_PORT=${FLOWER_PORT}
@@ -8,8 +24,11 @@ POSTGRES_PORT=${POSTGRES_PORT}
 POSTGRES_USER=${POSTGRES_USER}
 POSTGRES_PASSWORD=${POSTGRES_PASSWORD}
 POSTGRES_DB=${POSTGRES_DB}
-POSTGRES_DB_PRIVATE=${POSTGRES_DB_PRIVATE}
-POSTGRES_DB_SANDBOX=${POSTGRES_DB_SANDBOX}
+POSTGRES_EPIGRAPH_USER=${POSTGRES_EPIGRAPH_USER}
+POSTGRES_EPIGRAPH_PASSWORD=${POSTGRES_EPIGRAPH_PASSWORD}
+POSTGRES_EPIGRAPH_DB=${POSTGRES_EPIGRAPH_DB}
+POSTGRES_EPIGRAPH_DB_PRIVATE=${POSTGRES_DB_EPIGRAPH_PRIVATE}
+POSTGRES_EPIGRAPH_DB_SANDBOX=${POSTGRES_DB_EPIGRAPH_SANDBOX}
 RECAPTCHA_PUBLIC_KEY=${RECAPTCHA_PUBLIC_KEY}
 RECAPTCHA_PRIVATE_KEY=${RECAPTCHA_PRIVATE_KEY}
 REDIS_HOST=${REDIS_HOST}
@@ -27,3 +46,5 @@ SUPERSET_MAIL_PORT=${SUPERSET_MAIL_PORT:-587}
 SUPERSET_MAIL_USERNAME=${SUPERSET_MAIL_USERNAME}
 SUPERSET_MAIL_PASSWORD=${SUPERSET_MAIL_PASSWORD}
 SUPERSET_MAIL_DEFAULT_SENDER=${SUPERSET_MAIL_DEFAULT_SENDER}
+HOST_UID=${HOST_UID}
+HOST_GID=${HOST_GID}
diff --git a/.github/workflows/main.yaml b/.github/workflows/main.yaml
index ae32fa62..8f351d6e 100644
--- a/.github/workflows/main.yaml
+++ b/.github/workflows/main.yaml
@@ -7,16 +7,34 @@ on:
     branches: [ main ]
 
 env:
+  AIRFLOW_FILES_PATH_DIR_HOST: /tmp/airflow
+  AIRFLOW_HOME: /opt/airflow
+  AIRFLOW_PORT: 8099
+  AIRFLOW__API__AUTH_BACKENDS: airflow.api.auth.backend.basic_auth
+  AIRFLOW__CORE__DAGS_ARE_PAUSED_AT_CREATION: true
+  AIRFLOW__CORE__FERNET_KEY: rhZaG4rip4DrA4Z93rI9uqWVK2/8Tk+zSixmEe3ZZo8=
+  AIRFLOW__DATABASE__SQL_ALCHEMY_CONN: postgresql+psycopg2://dev_airflow_user:airflow_password@postgres:25432/dev_airflow
+  AIRFLOW__WEBSERVER__SECRET_KEY: 79197e3bef40d1d2a6cf07cb1f4c9f54e82a3bcfc6b92ed06d081856eee2
+  _AIRFLOW_DB_UPGRADE: true
+  _AIRFLOW_WWW_USER_CREATE: true
+  _AIRFLOW_WWW_USER_EMAIL: admin@epigraphhub.org
+  _AIRFLOW_WWW_USER_FIRST_NAME: Super
+  _AIRFLOW_WWW_USER_LAST_NAME: Admin
+  _AIRFLOW_WWW_USER_PASSWORD: airflow
+  _AIRFLOW_WWW_USER_USERNAME: airflow
   ENV: dev
   FLOWER_PORT: 28888
   FLOWER_PASSWORD: flowerpass
   POSTGRES_HOST: postgres
   POSTGRES_PORT: 25432
-  POSTGRES_USER: dev_epigraph
-  POSTGRES_PASSWORD: dev_epigraph
-  POSTGRES_DB: dev_epigraphhub
-  POSTGRES_DB_PRIVATE: dev_privatehub
-  POSTGRES_DB_SANDBOX: dev_sandbox
+  POSTGRES_USER: postgres
+  POSTGRES_PASSWORD: postgres
+  POSTGRES_DB: postgres
+  POSTGRES_EPIGRAPH_USER: dev_epigraph
+  POSTGRES_EPIGRAPH_PASSWORD: dev_epigraph
+  POSTGRES_EPIGRAPH_DB: dev_epigraphhub
+  POSTGRES_EPIGRAPH_DB_PRIVATE: dev_privatehub
+  POSTGRES_EPIGRAPH_DB_SANDBOX: dev_sandbox
   REDIS_HOST: redis
   REDIS_PORT: 6379
   REDIS_PASSWORD: redispass
@@ -36,7 +54,7 @@ jobs:
   main:
 
     runs-on: ubuntu-latest
-    timeout-minutes: 35
+    timeout-minutes: 55
     defaults:
       run:
         shell: bash -l {0}
@@ -48,10 +66,12 @@ jobs:
     - uses: actions/checkout@v2
 
     - name: setup
-      run: make prepare-host-db
+      run: make prepare-host
 
     - name: Create environment variables file
       run: |
+        export HOST_UID=$(id -u)
+        export HOST_GID=$(id -g)
         envsubst < .env.tpl > .env
 
     - uses: conda-incubator/setup-miniconda@v2
@@ -64,19 +84,18 @@ jobs:
         use-mamba: true
         miniforge-variant: Mambaforge
 
-    - name: build and start docker containers
+    - name: build docker containers
+      run: make docker-build-services
+
+    - name: start services
       run: |
-        make docker-build
-        make docker-start SERVICES=superset
+        make docker-start SERVICES="superset airflow"
 
     - name: wait for the services are properly working
       run: |
         docker ps
         make docker-wait-all
 
-    - name: prepare database
-      run: make docker-dev-prepare-db
-
     - name: test cron scripts
       run: |
         make docker-run-cron SERVICE=superset
@@ -84,7 +103,7 @@ jobs:
     - name: Generate logs
       if: ${{ failure() }}
       run: |
-        make docker-logs SERVICES= > /tmp/docker-services.log
+        make docker-logs ARGS="--tail 1000" SERVICES="" > /tmp/docker-services.log
 
     - name: Archive log artifacts
       uses: actions/upload-artifact@v3
diff --git a/.gitignore b/.gitignore
index a25480ca..18a70a92 100644
--- a/.gitignore
+++ b/.gitignore
@@ -152,3 +152,6 @@ cython_debug/
 Data_Collection/CRON_scripts/.DS_Store
 Data_Collection/CRON_scripts/.DS_Store
 Documentation/.Rhistory
+
+# airflow
+docker/airflow/files/logs/*
diff --git a/Data_Collection/CRON_scripts/config.py b/Data_Collection/CRON_scripts/config.py
index 868adebe..2dada98b 100644
--- a/Data_Collection/CRON_scripts/config.py
+++ b/Data_Collection/CRON_scripts/config.py
@@ -8,10 +8,10 @@
 
 DB_HOST = os.environ.get("POSTGRES_HOST")
 DB_PORT = os.environ.get("POSTGRES_PORT")
-DB_USER = os.environ.get("POSTGRES_USER")
-DB_PASSWORD = os.environ.get("POSTGRES_PASSWORD")
-DB_NAME = os.environ.get("POSTGRES_DB")
-DB_NAME_PRIVATE = os.environ.get("POSTGRES_DB_PRIVATE")
+DB_USER = os.environ.get("POSTGRES_EPIGRAPH_USER")
+DB_PASSWORD = os.environ.get("POSTGRES_EPIGRAPH_PASSWORD")
+DB_NAME = os.environ.get("POSTGRES_EPIGRAPH_DB")
+DB_NAME_PRIVATE = os.environ.get("POSTGRES_EPIGRAPH_DB_PRIVATE")
 
 DB_URI = (
     f"postgresql://{DB_USER}:{DB_PASSWORD}"
diff --git a/Makefile b/Makefile
index 59188893..4bf731fa 100644
--- a/Makefile
+++ b/Makefile
@@ -1,9 +1,12 @@
-SERVICES:=superset
+SERVICES:=superset airflow
 SERVICE:=superset
 # options: dev, prod
 ENV:=$(shell scripts/get-env-name.sh)
 CONSOLE:=bash
 CRON:=
+ARGS:=
+TIMEOUT:=90
+
 
 DOCKER=docker-compose \
 	--env-file .env \
@@ -13,20 +16,40 @@ DOCKER=docker-compose \
 
 # HOST
 
-.PHONY: prepare-host-db
-prepare-host-db:
-	bash scripts/prepare-host-db.sh
+.PHONY: prepare-host
+prepare-host:
+	bash scripts/prepare-host.sh
 
 # DOCKER
 
+.ONESHELL:
+.PHONY:docker-pull
+docker-pull:
+	set -e
+	$(DOCKER) pull ${SERVICES}
+
+.ONESHELL:
 .PHONY:docker-build
 docker-build:
+	set -e
+	$(DOCKER) build ${SERVICES}
+
+.ONESHELL:
+.PHONY:docker-build-services
+docker-build-services: docker-pull
+	set -e
+	$(MAKE) docker-build SERVICES="superset"
 	$(DOCKER) build ${SERVICES}
-	$(DOCKER) pull ${SERVICES}
 
 .PHONY:docker-start
-docker-start: prepare-host-db
+docker-start: prepare-host
+	set -e
+	if [ "${ENV}" = "dev" ]; then \
+		$(DOCKER) up -d postgres; \
+		./docker/healthcheck.sh postgres; \
+	fi
 	$(DOCKER) up --remove-orphans -d ${SERVICES}
+	$(MAKE) docker-wait SERVICE=airflow
 
 .PHONY:docker-stop
 docker-stop:
@@ -45,7 +68,7 @@ docker-logs-follow:
 
 .PHONY: docker-wait
 docker-wait:
-	ENV=${ENV} timeout 90 ./docker/healthcheck.sh ${SERVICE}
+	ENV=${ENV} timeout ${TIMEOUT} ./docker/healthcheck.sh ${SERVICE}
 
 .PHONY: docker-wait-all
 docker-wait-all:
@@ -53,12 +76,13 @@ docker-wait-all:
 	$(MAKE) docker-wait ENV=${ENV} SERVICE="redis"
 	$(MAKE) docker-wait ENV=${ENV} SERVICE="flower"
 	$(MAKE) docker-wait ENV=${ENV} SERVICE="superset"
+	$(MAKE) docker-wait ENV=${ENV} SERVICE="airflow"
 
 .PHONY:docker-dev-prepare-db
 docker-dev-prepare-db:
 	# used for development
 	$(DOCKER) exec -T superset \
-		bash /opt/EpiGraphHub/docker/postgresql/prepare-db.sh
+		bash /opt/EpiGraphHub/docker/postgresql/scripts/dev/prepare-db.sh
 
 .PHONY:docker-run-cron
 docker-run-cron:
@@ -86,9 +110,15 @@ docker-get-ips:
 docker-console:
 	$(DOCKER) exec ${SERVICE} ${CONSOLE}
 
-.PHONY:docker-run-bash
-docker-run-bash:
-	$(DOCKER) run --rm ${SERVICE} bash
+.PHONY:docker-run-console
+docker-run-console:
+	$(DOCKER) run --rm ${SERVICE} ${CONSOLE}
+
+
+.PHONY:docker-down
+docker-down:
+	$(DOCKER) down --volumes --remove-orphans
+
 
 # conda
 
diff --git a/README.md b/README.md
index d029380e..278bbe06 100644
--- a/README.md
+++ b/README.md
@@ -83,7 +83,7 @@
 ## About The Project
 ![fig1](https://user-images.githubusercontent.com/140123/165057109-f09d6e8d-6ca2-405f-b912-7e068f20e39a.png)
 EpigraphHub is an entirely open source Data integration platform focused on Epidemiological analyses.
-                                   
+
 
 
 ### Built With
@@ -166,9 +166,9 @@ $ conda activate epigraphhub
 ```
 
 ### Docker
-                                   
+
 ![fig2](https://user-images.githubusercontent.com/140123/165057193-c5a2b2a2-8f30-426d-9bac-8f559c01265d.png)
-                              
+
 
 The project provides three **docker-compose** files, where one is the base
 definition (`docker/compose-base.yaml`) and the others are one for
@@ -218,6 +218,14 @@ $ ./docker/healthcheck.sh epigraphhub
 $ make docker-prepare-db
 ```
 
+## AIRFLOW
+
+Create a **FERNET KEY**:
+
+```bash
+openssl rand -base64 32
+```
+
 ## Deployment
 
 The deployment is executed by **Ansible** and triggered by **GitHub Actions**.
diff --git a/conda/airflow.yaml b/conda/airflow.yaml
new file mode 100644
index 00000000..649197b1
--- /dev/null
+++ b/conda/airflow.yaml
@@ -0,0 +1,47 @@
+name: epigraphhub
+channels:
+  - nodefaults
+  - conda-forge
+  - r
+dependencies:
+  - airflow 2.3.3
+  - fiona
+  - geopandas
+  - gsheetsdb
+  - inquirer
+  - lightgbm
+  - loguru
+  - myst-parser
+  - openpyxl
+  - pandas
+  - pip
+  - psycopg2
+  - python 3.8.*
+  - python-dotenv
+  - setuptools
+  - sqlalchemy
+  # waiting for https://github.com/stanfordmlgroup/ngboost/issues/283
+  # - ngboost >=0.3.12
+  # dev
+  - pip
+  - docker-compose
+  # R
+  - r-base 3.6.*
+  - r-tidyverse
+  - r-shiny
+  - r-stringr
+  - r-readxl
+  - r-dplyr
+  - r-dbi
+  - r-vroom
+  - r-odbc
+  - r-rsocrata
+  - r-glue
+  - r-janitor
+  - r-here
+  - r-desctools
+  - r-lubridate
+  - r-isocodes
+  # - r-dm
+  - pip:
+    - -r pip.txt
diff --git a/conda/conda-linux-64.lock b/conda/conda-linux-64.lock
index a83d5d10..8ba17e93 100644
--- a/conda/conda-linux-64.lock
+++ b/conda/conda-linux-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: be645eed1a7564b028842ce05365b374c1527fc186bfea27ce16b44dc6875d01
+# input_hash: ebd4ec75aad15fc90fd3fee1c54d23dc561e50705bb477026fe4b730e86c3292
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://conda.anaconda.org/conda-forge/noarch/_r-mutex-1.0.1-anacondar_1.tar.bz2#19f9db5f4f1b7f5ef5f6d67207f25f38
@@ -11,13 +11,13 @@ https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77
 https://conda.anaconda.org/conda-forge/noarch/font-ttf-ubuntu-0.83-hab24e00_0.tar.bz2#19410c3df09dfb12d1206132a1d357c5
 https://conda.anaconda.org/conda-forge/noarch/kernel-headers_linux-64-2.6.32-he073ed8_15.tar.bz2#5dd5127afd710f91f6a75821bac0a4f0
 https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.36.1-hea4e1c9_2.tar.bz2#bd4f2e711b39af170e7ff15163fe87ee
-https://conda.anaconda.org/conda-forge/linux-64/libgcc-devel_linux-64-9.4.0-hd854feb_16.tar.bz2#49d4af017741e08423d1009cb547f80e
+https://conda.anaconda.org/conda-forge/linux-64/libgcc-devel_linux-64-9.5.0-h367e8d2_16.tar.bz2#b2f784aca08d3e45288c8ea6c7602b86
 https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-12.1.0-hdcd56e2_16.tar.bz2#b02605b875559ff99f04351fd5040760
-https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-devel_linux-64-9.4.0-hd854feb_16.tar.bz2#d1421e969cb4f032c0a17da76cf0a375
+https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-devel_linux-64-9.5.0-h367e8d2_16.tar.bz2#e5cfd476f10829efccf955635377cfba
 https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-12.1.0-ha89aaad_16.tar.bz2#6f5ba041a41eb102a1027d9e68731be7
-https://conda.anaconda.org/conda-forge/linux-64/pandoc-2.18-ha770c72_0.tar.bz2#518b07342786b362238d22f76789ed59
+https://conda.anaconda.org/conda-forge/linux-64/pandoc-2.19-ha770c72_0.tar.bz2#16a2b9671b6b2b68001cf366ac5f2c13
 https://conda.anaconda.org/conda-forge/noarch/poppler-data-0.4.11-hd8ed1ab_0.tar.bz2#abc27381c4f005da588cffa1f76403ee
-https://conda.anaconda.org/conda-forge/noarch/tzdata-2022a-h191b570_0.tar.bz2#84be5301069417a2221187d2f435e0f7
+https://conda.anaconda.org/conda-forge/noarch/tzdata-2022b-h191b570_0.tar.bz2#48806dd9fc8893fc52aafbdc349e77e0
 https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-0.tar.bz2#f766549260d6815b0c52253f1fb1bb29
 https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-12.1.0-h69a702a_16.tar.bz2#6bf15e29a20f614b18ae89368260d0a2
 https://conda.anaconda.org/conda-forge/linux-64/libgomp-12.1.0-h8d9b700_16.tar.bz2#f013cf7749536ce43d82afbffdf499ab
@@ -27,7 +27,6 @@ https://conda.anaconda.org/conda-forge/linux-64/binutils_impl_linux-64-2.36.1-h1
 https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2#fee5683a3f04bd15cbd8318b096a27ab
 https://conda.anaconda.org/conda-forge/linux-64/binutils_linux-64-2.36-hf3e587d_10.tar.bz2#9d5cdbfe24b182d4c749b86d500ac9d2
 https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-12.1.0-h8d9b700_16.tar.bz2#4f05bc9844f7c101e6e147dab3c88d5c
-https://conda.anaconda.org/conda-forge/linux-64/abseil-cpp-20211102.0-h27087fc_1.tar.bz2#b98beaf7aa865ce847b741eb28ec708d
 https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.6.2-h7f98852_0.tar.bz2#ce69a062b3080485b760378841240634
 https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h7f98852_4.tar.bz2#a1fd65c7ccbf10880423d82bca54eb54
 https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.18.1-h7f98852_0.tar.bz2#f26ef8098fab1f719c91eb760d63381a
@@ -43,19 +42,20 @@ https://conda.anaconda.org/conda-forge/linux-64/jpeg-9e-h166bdaf_2.tar.bz2#ee8b8
 https://conda.anaconda.org/conda-forge/linux-64/json-c-0.15-h98cffda_0.tar.bz2#f32d45a88e7462be446824654dbcf4a4
 https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.1-h166bdaf_0.tar.bz2#30186d27e2c9fa62b45fb1476b7200e3
 https://conda.anaconda.org/conda-forge/linux-64/lerc-4.0.0-h27087fc_0.tar.bz2#76bbff344f0134279f225174e9064c8f
+https://conda.anaconda.org/conda-forge/linux-64/libabseil-20211102.0-cxx17_h48a1fff_2.tar.bz2#d578878b4c709016abd31e7d071fa676
 https://conda.anaconda.org/conda-forge/linux-64/libbrotlicommon-1.0.9-h166bdaf_7.tar.bz2#f82dc1c78bcf73583f2656433ce2933c
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diff --git a/conda/conda-osx-64.lock b/conda/conda-osx-64.lock
index 7735c762..efb9ca58 100644
--- a/conda/conda-osx-64.lock
+++ b/conda/conda-osx-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: osx-64
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-https://conda.anaconda.org/conda-forge/noarch/pyjwt-1.7.1-py_0.tar.bz2#617ab4f8c5e481fdeabe55d7a1e14798
+https://conda.anaconda.org/conda-forge/noarch/pbr-5.10.0-pyhd8ed1ab_0.tar.bz2#6cfd80f8f255415a400c5a2728087fce
 https://conda.anaconda.org/conda-forge/noarch/pyopenssl-22.0.0-pyhd8ed1ab_0.tar.bz2#1d7e241dfaf5475e893d4b824bb71b44
 https://conda.anaconda.org/conda-forge/noarch/redis-py-4.3.4-pyhd8ed1ab_0.tar.bz2#059c1b12ae7e390e4858bd3018894540
-https://conda.anaconda.org/conda-forge/osx-64/scipy-1.8.1-py38hb261484_2.tar.bz2#ade170b0a41ce9af15ef0017bafe5607
+https://conda.anaconda.org/conda-forge/osx-64/scipy-1.9.0-py38hb261484_0.tar.bz2#047a80ed0c95c6b0c5d8eed1cd1d1536
 https://conda.anaconda.org/conda-forge/osx-64/shapely-1.8.0-py38hf12dc69_4.tar.bz2#c844ecec659a8234deef1016e2dedd79
 https://conda.anaconda.org/conda-forge/noarch/trio-websocket-0.9.2-pyhd8ed1ab_0.tar.bz2#7acf3fc982eef23b24aed10e80d5dc99
 https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.5-pyh9f0ad1d_2.tar.bz2#5266fcd697043c59621fda522b3d78ee
@@ -368,49 +368,51 @@ https://conda.anaconda.org/conda-forge/noarch/wtforms-json-0.3.3-py_0.tar.bz2#c3
 https://conda.anaconda.org/conda-forge/osx-64/blessed-1.19.1-py38h50d1736_1.tar.bz2#3b04eb0edd6b9e0a1fcbba9b0802acc4
 https://conda.anaconda.org/conda-forge/osx-64/clang_osx-64-14.0.4-h3a95cd4_2.tar.bz2#a069b871f2df19703e46b0e56626c3c9
 https://conda.anaconda.org/conda-forge/noarch/email-validator-1.2.1-pyhd8ed1ab_0.tar.bz2#ba8f992c4a1030e44a57e7955784b7f8
+https://conda.anaconda.org/conda-forge/osx-64/fiona-1.8.20-py38h2077077_4.tar.bz2#ba3007c682fa5ce3b458976cfe78e9b0
 https://conda.anaconda.org/conda-forge/noarch/flask-babel-2.0.0-pyh9f0ad1d_0.tar.bz2#c6a2186ba633de0a6bec774210f1bf38
-https://conda.anaconda.org/conda-forge/noarch/flask-caching-1.11.1-pyhd8ed1ab_0.tar.bz2#ea15fba238bb083b21e83f1857086480
+https://conda.anaconda.org/conda-forge/noarch/flask-caching-1.10.1-pyhd8ed1ab_0.tar.bz2#b711284e4fb54851a9040c8c6c9f19c1
 https://conda.anaconda.org/conda-forge/noarch/flask-compress-1.12-pyhd8ed1ab_0.tar.bz2#c3da321f6321a1b9ec992ece2422000b
-https://conda.anaconda.org/conda-forge/noarch/flask-jwt-extended-3.25.1-pyhd8ed1ab_0.tar.bz2#b77dfd818e1224c969a71af4bdd2dbe4
-https://conda.anaconda.org/conda-forge/noarch/flask-login-0.4.1-py_0.tar.bz2#c6829f3a2de7981a44f0a661a3f8a2c5
+https://conda.anaconda.org/conda-forge/noarch/flask-jwt-extended-4.4.4-pyhd8ed1ab_0.tar.bz2#8b821d6d19bd8168d4eceeef0df0bb63
+https://conda.anaconda.org/conda-forge/noarch/flask-login-0.6.2-pyhd8ed1ab_0.tar.bz2#427457b9179d5f1d65b11ca7761e60ee
 https://conda.anaconda.org/conda-forge/noarch/flask-mail-0.9.1-py_2.tar.bz2#083af8cde25430f3e489d2571c523604
-https://conda.anaconda.org/conda-forge/noarch/flask-openid-1.3.0-pyhd8ed1ab_0.tar.bz2#b537163b272bcaef3c03b2ed43db6352
 https://conda.anaconda.org/conda-forge/noarch/flask-sqlalchemy-2.5.1-pyhd8ed1ab_0.tar.bz2#8b7ac14ba322af98dde494364bef9e23
 https://conda.anaconda.org/conda-forge/noarch/flask-talisman-0.7.0-py_0.tar.bz2#66c139924f540926e26a971c0f139a6b
-https://conda.anaconda.org/conda-forge/noarch/flask-wtf-0.14.3-py_0.tar.bz2#cda9543789d25ae35ac265b906af4e63
-https://conda.anaconda.org/conda-forge/osx-64/gdal-3.4.0-py38hf509309_9.tar.bz2#d7a09e891e7d68accda352a21d04ab5a
+https://conda.anaconda.org/conda-forge/noarch/flask-wtf-0.15.1-pyhd8ed1ab_0.tar.bz2#343c46424510e6627a0c8a9a6587e6e5
 https://conda.anaconda.org/conda-forge/noarch/geopandas-base-0.11.1-pyha770c72_0.tar.bz2#5926cac706ea9c090e8cc72cd80dee83
 https://conda.anaconda.org/conda-forge/noarch/mo-logs-4.23.21108-pyhd8ed1ab_0.tar.bz2#49851304d72efbe992d6f1225ed2470b
 https://conda.anaconda.org/conda-forge/noarch/os-service-types-1.7.0-pyh9f0ad1d_0.tar.bz2#4f270f68fdcd3c23a5a769afd9969499
 https://conda.anaconda.org/conda-forge/noarch/paramiko-2.11.0-pyhd8ed1ab_0.tar.bz2#74a35060bbae98fbf7cfeaba2336152f
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 https://conda.anaconda.org/conda-forge/noarch/passlib-1.7.4-pyh9f0ad1d_0.tar.bz2#6a5c798488ee4f274ae8cb1ec1e57ce1
-https://conda.anaconda.org/conda-forge/osx-64/scikit-learn-1.1.1-py38h4ade575_0.tar.bz2#4dd768bf6f535465b35fa09585a99ca9
+https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.30-pyha770c72_0.tar.bz2#f5f08dc71d7e24572b131d5fb0ad1ebc
+https://conda.anaconda.org/conda-forge/osx-64/scikit-learn-1.1.2-py38h27a3d75_0.tar.bz2#93e5c149000d384cb95731717804571a
 https://conda.anaconda.org/conda-forge/osx-64/slackclient-2.5.0-py38_0.tar.bz2#ecfd23b034d92c5dde845831689fc268
 https://conda.anaconda.org/conda-forge/noarch/stevedore-4.0.0-pyhd8ed1ab_0.tar.bz2#72900e7872d6551fa7f0c65faef3eedc
 https://conda.anaconda.org/conda-forge/noarch/urllib3-1.26.11-pyhd8ed1ab_0.tar.bz2#0738978569b10669bdef41c671252dd1
 https://conda.anaconda.org/conda-forge/osx-64/clangxx_osx-64-14.0.4-he1dbc44_2.tar.bz2#a82006ea176018f37f7c34c3c3d08630
 https://conda.anaconda.org/conda-forge/noarch/dogpile.cache-1.1.8-pyhd8ed1ab_0.tar.bz2#1d53ef309576bf9bff31ea10f16912eb
 https://conda.anaconda.org/conda-forge/noarch/email_validator-1.2.1-hd8ed1ab_0.tar.bz2#9ed75a3278aad184ff42cce8d54b5a48
-https://conda.anaconda.org/conda-forge/osx-64/fiona-1.8.20-py38h2077077_4.tar.bz2#ba3007c682fa5ce3b458976cfe78e9b0
 https://conda.anaconda.org/conda-forge/noarch/flask-migrate-3.1.0-pyhd8ed1ab_0.tar.bz2#8764f7206bb295d9de3c17f59d34af9c
 https://conda.anaconda.org/conda-forge/osx-64/gfortran_osx-64-9.3.0-h18f7dce_15.tar.bz2#48f985e599ff223cd8acea3595d2cbe5
 https://conda.anaconda.org/conda-forge/osx-64/lightgbm-3.3.2-py38hffa2396_0.tar.bz2#045522678020fcb48f1a45fdda50aa4c
 https://conda.anaconda.org/conda-forge/noarch/mapclassify-2.4.3-pyhd8ed1ab_0.tar.bz2#908bbfb54da154042c5cbda77b37a3d1
 https://conda.anaconda.org/conda-forge/noarch/moz-sql-parser-4.40.21126-pyhd8ed1ab_0.tar.bz2#ae6a1bcd02f41b606fd135e040d8b93b
+https://conda.anaconda.org/conda-forge/noarch/prompt_toolkit-3.0.30-hd8ed1ab_0.tar.bz2#858786ed872fc7c1920eb0c23c03e97a
 https://conda.anaconda.org/conda-forge/osx-64/pyarrow-5.0.0-py38h83ad6b9_35_cpu.tar.bz2#8aa71351545efae8f2a1bb2c2e6b1bde
-https://conda.anaconda.org/conda-forge/noarch/requests-2.26.0-pyhd8ed1ab_1.tar.bz2#358581cc782802270d77c454c73a811a
-https://conda.anaconda.org/conda-forge/noarch/selenium-4.3.0-pyhd8ed1ab_0.tar.bz2#026ecaf90dbb1b97ab41146c34feda64
+https://conda.anaconda.org/conda-forge/noarch/requests-2.28.1-pyhd8ed1ab_0.tar.bz2#70d6e72856de9551f83ae0f2de689a7a
+https://conda.anaconda.org/conda-forge/noarch/selenium-4.4.0-pyhd8ed1ab_0.tar.bz2#c9778cdc90d38367644c3058a4af0d53
 https://conda.anaconda.org/conda-forge/noarch/sqlalchemy-utils-0.37.9-pyhd8ed1ab_1.tar.bz2#8d10003777ffbf9e9bc4eba1efdccd87
 https://conda.anaconda.org/conda-forge/noarch/cachecontrol-0.12.11-pyhd8ed1ab_0.tar.bz2#6eefee9888f33f150b5d44d616b1a613
+https://conda.anaconda.org/conda-forge/noarch/click-repl-0.2.0-pyhd8ed1ab_0.tar.bz2#e18a67c7a7808b74df0ded854ffe672b
 https://conda.anaconda.org/conda-forge/osx-64/docker-py-5.0.3-py38h50d1736_2.tar.bz2#ce00d0931086aee63cbd8eb8c2628b8f
-https://conda.anaconda.org/conda-forge/noarch/flask-appbuilder-3.4.5-pyhd8ed1ab_0.tar.bz2#0d5a279e592b0380e62638b9f70c8ec7
+https://conda.anaconda.org/conda-forge/noarch/flask-appbuilder-4.1.3-pyhd8ed1ab_0.tar.bz2#50c616fbff5e70edfb4a137b6b5ab8a1
 https://conda.anaconda.org/conda-forge/noarch/folium-0.12.1.post1-pyhd8ed1ab_1.tar.bz2#44912901b45260e4338447b9d46f7058
-https://conda.anaconda.org/conda-forge/noarch/google-auth-2.9.1-pyh6c4a22f_0.tar.bz2#e2537e3d4fe2e83d22b1bc0a38e89d11
+https://conda.anaconda.org/conda-forge/noarch/google-auth-2.10.0-pyh6c4a22f_0.tar.bz2#fe04deb524df4f39425865f9e64b3f77
 https://conda.anaconda.org/conda-forge/noarch/keystoneauth1-5.0.0-pyhd8ed1ab_0.tar.bz2#76866869eb09fa5590be7ecb9b4a6a7a
 https://conda.anaconda.org/conda-forge/osx-64/r-base-3.6.3-h9d5097c_8.tar.bz2#6a13add8d7fdd4e2fec6e9bb23488600
 https://conda.anaconda.org/conda-forge/noarch/requests-toolbelt-0.9.1-py_0.tar.bz2#402668adee8fcba9a9c265cdc2a88f5a
-https://conda.anaconda.org/conda-forge/noarch/sphinx-5.1.1-pyh6c4a22f_0.tar.bz2#6537cf1d2ebe0ee7bbb64849cdb04b00
+https://conda.anaconda.org/conda-forge/noarch/sphinx-5.1.1-pyhd8ed1ab_1.tar.bz2#cd1129e88f6278787212624e1b7a8001
+https://conda.anaconda.org/conda-forge/noarch/celery-5.2.7-pyhd8ed1ab_0.tar.bz2#52a7763bc552589e721708b5872da9b5
 https://conda.anaconda.org/conda-forge/osx-64/docker-compose-1.29.2-py38h50d1736_1.tar.bz2#07499fab013f89d26547bd9cf3a6e456
 https://conda.anaconda.org/conda-forge/noarch/geopandas-0.11.1-pyhd8ed1ab_0.tar.bz2#22ee242115979b9762df981ccc9b1e3a
 https://conda.anaconda.org/conda-forge/noarch/gsheetsdb-0.1.9-0.tar.bz2#89f3ea53a86af8aa1d387f728cab989e
@@ -471,8 +473,7 @@ https://conda.anaconda.org/conda-forge/noarch/r-withr-2.4.2-r36hc72bb7e_0.tar.bz
 https://conda.anaconda.org/conda-forge/osx-64/r-xfun-0.23-r36h28b5c78_0.tar.bz2#cd90dcb722026bca9f092b313704daea
 https://conda.anaconda.org/conda-forge/noarch/r-xtable-1.8_4-r36h6115d3f_3.tar.bz2#91bc68235baf69adc0d5c3473da4e291
 https://conda.anaconda.org/conda-forge/osx-64/r-yaml-2.2.1-r36h066c5db_1.tar.bz2#04d6dbb7f880d22a0aa902524802c1b4
-https://conda.anaconda.org/conda-forge/noarch/superset-2.0.0-pyhd8ed1ab_0.tar.bz2#bec824c5de180f3835f55f09c8f05989
-https://conda.anaconda.org/conda-forge/osx-64/ansible-6.1.0-py38h50d1736_0.tar.bz2#45c68bdf6c50de7f201652ff16b3d567
+https://conda.anaconda.org/conda-forge/osx-64/ansible-6.2.0-py38h50d1736_0.tar.bz2#1dbc4b9f7920232e2a73bb5801cd7b46
 https://conda.anaconda.org/conda-forge/noarch/inquirer-2.9.2-pyhd8ed1ab_0.tar.bz2#a22d4ce03df489f7faf1ce9853f4feb2
 https://conda.anaconda.org/conda-forge/osx-64/r-askpass-1.1-r36h28b5c78_2.tar.bz2#ae2961263c6f578ed5ee7a89cfd64989
 https://conda.anaconda.org/conda-forge/osx-64/r-bit64-4.0.5-r36h28b5c78_0.tar.bz2#208ce5d12db21f2769172f9bfb4c9e1d
@@ -499,6 +500,7 @@ https://conda.anaconda.org/conda-forge/noarch/r-rprojroot-2.0.2-r36hc72bb7e_0.ta
 https://conda.anaconda.org/conda-forge/noarch/r-stringr-1.4.0-r36h6115d3f_2.tar.bz2#2e6d27855dd00e5478bc774f1c45078c
 https://conda.anaconda.org/conda-forge/noarch/r-tinytex-0.31-r36hc72bb7e_0.tar.bz2#db2beb4d11b5e1e9fd712ebea3fe8d4a
 https://conda.anaconda.org/conda-forge/osx-64/r-xml2-1.3.2-r36hc5da6b9_1.tar.bz2#83cd362699122a4c79c004d7a531436c
+https://conda.anaconda.org/conda-forge/noarch/superset-2.0.0-pyhd8ed1ab_1.tar.bz2#1d805b8dd683c3e90f4b1b1d20a9a6a2
 https://conda.anaconda.org/conda-forge/noarch/r-callr-3.7.0-r36hc72bb7e_0.tar.bz2#5603084374f5cd7c3538be4742cb4fd3
 https://conda.anaconda.org/conda-forge/noarch/r-desc-1.3.0-r36hc72bb7e_0.tar.bz2#c4534164db1fe10b653aa956e23b3c91
 https://conda.anaconda.org/conda-forge/osx-64/r-e1071-1.7_7-r36h9951f98_0.tar.bz2#d720809f428195574b13682f440c044e
diff --git a/conda/prod.yaml b/conda/prod.yaml
index 316135c9..575ec100 100644
--- a/conda/prod.yaml
+++ b/conda/prod.yaml
@@ -9,7 +9,6 @@ dependencies:
   - gsheetsdb
   - inquirer
   - flask-mail
-  - flask >=1.1.0,<2.0.0
   - lightgbm
   - loguru
   - myst-parser
@@ -32,8 +31,6 @@ dependencies:
   - sphinx
   - pip
   - docker-compose
-  # TypeError: entry_points() got an unexpected keyword argument 'group'
-  # - markdown 3.3.4
   # R
   - r-base 3.6.*
   - r-tidyverse
diff --git a/docker/airflow/Dockerfile b/docker/airflow/Dockerfile
new file mode 100644
index 00000000..872c3618
--- /dev/null
+++ b/docker/airflow/Dockerfile
@@ -0,0 +1,60 @@
+FROM epigraphhub/superset:latest
+
+ENV AIRFLOW_HOME=/opt/airflow
+ENV ENV_NAME=epigraphhub
+ENV DEBIAN_FRONTEND=noninteractive
+
+# ref: https://stackoverflow.com/questions/44331836/apt-get-install-tzdata-noninteractive
+RUN sudo ln -fs /usr/share/zoneinfo/America/New_York /etc/localtime
+
+# ref: https://hub.docker.com/r/apache/airflow/dockerfile
+RUN sudo apt-get update -y \
+  && sudo apt-get install -y --no-install-recommends \
+    apt-transport-https \
+    apt-utils \
+    build-essential \
+    ca-certificates \
+    gnupg \
+    dirmngr \
+    freetds-bin \
+    freetds-dev \
+    gosu \
+    ldap-utils \
+    libffi-dev \
+    libpq-dev \
+    libsasl2-2 \
+    libsasl2-dev \
+    libsasl2-modules \
+    libssl-dev \
+    locales  \
+    lsb-release \
+    nodejs \
+    openssh-client \
+    postgresql-client \
+    sasl2-bin \
+    software-properties-common \
+    sqlite3 \
+    sudo \
+    unixodbc \
+    unixodbc-dev \
+    yarn \
+  && sudo rm -rf /var/lib/apt/lists/* \
+    /var/cache/apt/archives \
+    /tmp/*
+
+COPY ./conda/airflow.yaml /tmp/airflow.yaml
+COPY ./conda/pip.txt /tmp/pip.txt
+RUN mamba env create -n ${ENV_NAME} --file /tmp/airflow.yaml --force
+
+RUN sudo mkdir -p /opt/scripts /sources /opt/airflow \
+  && sudo chown -R epigraphhub:epigraphhub /opt/scripts \
+  && sudo chown -R epigraphhub:epigraphhub /sources \
+  && sudo chown -R epigraphhub:epigraphhub /opt/airflow
+
+COPY --chown=epigraphhub ./docker/airflow/airflow.cfg /opt/airflow/airflow.cfg
+COPY --chown=epigraphhub ./docker/airflow/scripts/*.sh /opt/scripts/
+COPY --chown=epigraphhub ./docker/airflow/scripts/entrypoint.sh /opt/entrypoint.sh
+COPY --chown=epigraphhub ./docker/airflow/scripts/webserver_config.py /opt/airflow/webserver_config.py
+
+ENTRYPOINT [ "/opt/entrypoint.sh" ]
+CMD /opt/scripts/startup.sh
diff --git a/docker/airflow/airflow.cfg b/docker/airflow/airflow.cfg
new file mode 100644
index 00000000..487d356e
--- /dev/null
+++ b/docker/airflow/airflow.cfg
@@ -0,0 +1,1234 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+
+# This is the template for Airflow's default configuration. When Airflow is
+# imported, it looks for a configuration file at $AIRFLOW_HOME/airflow.cfg. If
+# it doesn't exist, Airflow uses this template to generate it by replacing
+# variables in curly braces with their global values from configuration.py.
+
+# Users should not modify this file; they should customize the generated
+# airflow.cfg instead.
+
+
+# ----------------------- TEMPLATE BEGINS HERE -----------------------
+
+[core]
+# The folder where your airflow pipelines live, most likely a
+# subfolder in a code repository. This path must be absolute.
+dags_folder = /opt/airflow/dags
+
+# Hostname by providing a path to a callable, which will resolve the hostname.
+# The format is "package.function".
+#
+# For example, default value "socket.getfqdn" means that result from getfqdn() of "socket"
+# package will be used as hostname.
+#
+# No argument should be required in the function specified.
+# If using IP address as hostname is preferred, use value ``airflow.utils.net.get_host_ip_address``
+hostname_callable = socket.getfqdn
+
+# Default timezone in case supplied date times are naive
+# can be utc (default), system, or any IANA timezone string (e.g. Europe/Amsterdam)
+default_timezone = utc
+
+# The executor class that airflow should use. Choices include
+# ``SequentialExecutor``, ``LocalExecutor``, ``CeleryExecutor``, ``DaskExecutor``,
+# ``KubernetesExecutor``, ``CeleryKubernetesExecutor`` or the
+# full import path to the class when using a custom executor.
+executor = LocalExecutor
+
+# This defines the maximum number of task instances that can run concurrently per scheduler in
+# Airflow, regardless of the worker count. Generally this value, multiplied by the number of
+# schedulers in your cluster, is the maximum number of task instances with the running
+# state in the metadata database.
+parallelism = 32
+
+# The maximum number of task instances allowed to run concurrently in each DAG. To calculate
+# the number of tasks that is running concurrently for a DAG, add up the number of running
+# tasks for all DAG runs of the DAG. This is configurable at the DAG level with ``max_active_tasks``,
+# which is defaulted as ``max_active_tasks_per_dag``.
+#
+# An example scenario when this would be useful is when you want to stop a new dag with an early
+# start date from stealing all the executor slots in a cluster.
+max_active_tasks_per_dag = 16
+
+# Are DAGs paused by default at creation
+dags_are_paused_at_creation = True
+
+# The maximum number of active DAG runs per DAG. The scheduler will not create more DAG runs
+# if it reaches the limit. This is configurable at the DAG level with ``max_active_runs``,
+# which is defaulted as ``max_active_runs_per_dag``.
+max_active_runs_per_dag = 16
+
+# Whether to load the DAG examples that ship with Airflow. It's good to
+# get started, but you probably want to set this to ``False`` in a production
+# environment
+load_examples = False
+
+# Path to the folder containing Airflow plugins
+plugins_folder = /opt/airflow/plugins
+
+# Should tasks be executed via forking of the parent process ("False",
+# the speedier option) or by spawning a new python process ("True" slow,
+# but means plugin changes picked up by tasks straight away)
+execute_tasks_new_python_interpreter = False
+
+# Secret key to save connection passwords in the db
+# fernet_key =
+
+# Whether to disable pickling dags
+donot_pickle = True
+
+# How long before timing out a python file import
+dagbag_import_timeout = 30.0
+
+# Should a traceback be shown in the UI for dagbag import errors,
+# instead of just the exception message
+dagbag_import_error_tracebacks = True
+
+# If tracebacks are shown, how many entries from the traceback should be shown
+dagbag_import_error_traceback_depth = 2
+
+# How long before timing out a DagFileProcessor, which processes a dag file
+dag_file_processor_timeout = 50
+
+# The class to use for running task instances in a subprocess.
+# Choices include StandardTaskRunner, CgroupTaskRunner or the full import path to the class
+# when using a custom task runner.
+task_runner = StandardTaskRunner
+
+# If set, tasks without a ``run_as_user`` argument will be run with this user
+# Can be used to de-elevate a sudo user running Airflow when executing tasks
+default_impersonation =
+
+# What security module to use (for example kerberos)
+security =
+
+# Turn unit test mode on (overwrites many configuration options with test
+# values at runtime)
+unit_test_mode = False
+
+# Whether to enable pickling for xcom (note that this is insecure and allows for
+# RCE exploits).
+enable_xcom_pickling = False
+
+# When a task is killed forcefully, this is the amount of time in seconds that
+# it has to cleanup after it is sent a SIGTERM, before it is SIGKILLED
+killed_task_cleanup_time = 60
+
+# Whether to override params with dag_run.conf. If you pass some key-value pairs
+# through ``airflow dags backfill -c`` or
+# ``airflow dags trigger -c``, the key-value pairs will override the existing ones in params.
+dag_run_conf_overrides_params = True
+
+# When discovering DAGs, ignore any files that don't contain the strings ``DAG`` and ``airflow``.
+dag_discovery_safe_mode = True
+
+# The pattern syntax used in the ".airflowignore" files in the DAG directories. Valid values are
+# ``regexp`` or ``glob``.
+dag_ignore_file_syntax = regexp
+
+# The number of retries each task is going to have by default. Can be overridden at dag or task level.
+default_task_retries = 0
+
+# The weighting method used for the effective total priority weight of the task
+default_task_weight_rule = downstream
+
+# The default task execution_timeout value for the operators. Expected an integer value to
+# be passed into timedelta as seconds. If not specified, then the value is considered as None,
+# meaning that the operators are never timed out by default.
+default_task_execution_timeout =
+
+# Updating serialized DAG can not be faster than a minimum interval to reduce database write rate.
+min_serialized_dag_update_interval = 30
+
+# If True, serialized DAGs are compressed before writing to DB.
+# Note: this will disable the DAG dependencies view
+compress_serialized_dags = False
+
+# Fetching serialized DAG can not be faster than a minimum interval to reduce database
+# read rate. This config controls when your DAGs are updated in the Webserver
+min_serialized_dag_fetch_interval = 10
+
+# Maximum number of Rendered Task Instance Fields (Template Fields) per task to store
+# in the Database.
+# All the template_fields for each of Task Instance are stored in the Database.
+# Keeping this number small may cause an error when you try to view ``Rendered`` tab in
+# TaskInstance view for older tasks.
+max_num_rendered_ti_fields_per_task = 30
+
+# On each dagrun check against defined SLAs
+check_slas = True
+
+# Path to custom XCom class that will be used to store and resolve operators results
+# Example: xcom_backend = path.to.CustomXCom
+xcom_backend = airflow.models.xcom.BaseXCom
+
+# By default Airflow plugins are lazily-loaded (only loaded when required). Set it to ``False``,
+# if you want to load plugins whenever 'airflow' is invoked via cli or loaded from module.
+lazy_load_plugins = True
+
+# By default Airflow providers are lazily-discovered (discovery and imports happen only when required).
+# Set it to False, if you want to discover providers whenever 'airflow' is invoked via cli or
+# loaded from module.
+lazy_discover_providers = True
+
+# Hide sensitive Variables or Connection extra json keys from UI and task logs when set to True
+#
+# (Connection passwords are always hidden in logs)
+hide_sensitive_var_conn_fields = True
+
+# A comma-separated list of extra sensitive keywords to look for in variables names or connection's
+# extra JSON.
+sensitive_var_conn_names =
+
+# Task Slot counts for ``default_pool``. This setting would not have any effect in an existing
+# deployment where the ``default_pool`` is already created. For existing deployments, users can
+# change the number of slots using Webserver, API or the CLI
+default_pool_task_slot_count = 128
+
+# The maximum list/dict length an XCom can push to trigger task mapping. If the pushed list/dict has a
+# length exceeding this value, the task pushing the XCom will be failed automatically to prevent the
+# mapped tasks from clogging the scheduler.
+max_map_length = 1024
+
+[database]
+# The SqlAlchemy connection string to the metadata database.
+# SqlAlchemy supports many different database engines.
+# More information here:
+# http://airflow.apache.org/docs/apache-airflow/stable/howto/set-up-database.html#database-uri
+# sql_alchemy_conn = sqlite:////opt/airflow/airflow.db
+
+# Extra engine specific keyword args passed to SQLAlchemy's create_engine, as a JSON-encoded value
+# Example: sql_alchemy_engine_args = {{"arg1": True}}
+# sql_alchemy_engine_args =
+
+# The encoding for the databases
+sql_engine_encoding = utf-8
+
+# Collation for ``dag_id``, ``task_id``, ``key`` columns in case they have different encoding.
+# By default this collation is the same as the database collation, however for ``mysql`` and ``mariadb``
+# the default is ``utf8mb3_bin`` so that the index sizes of our index keys will not exceed
+# the maximum size of allowed index when collation is set to ``utf8mb4`` variant
+# (see https://github.com/apache/airflow/pull/17603#issuecomment-901121618).
+# sql_engine_collation_for_ids =
+
+# If SqlAlchemy should pool database connections.
+sql_alchemy_pool_enabled = True
+
+# The SqlAlchemy pool size is the maximum number of database connections
+# in the pool. 0 indicates no limit.
+sql_alchemy_pool_size = 5
+
+# The maximum overflow size of the pool.
+# When the number of checked-out connections reaches the size set in pool_size,
+# additional connections will be returned up to this limit.
+# When those additional connections are returned to the pool, they are disconnected and discarded.
+# It follows then that the total number of simultaneous connections the pool will allow
+# is pool_size + max_overflow,
+# and the total number of "sleeping" connections the pool will allow is pool_size.
+# max_overflow can be set to ``-1`` to indicate no overflow limit;
+# no limit will be placed on the total number of concurrent connections. Defaults to ``10``.
+sql_alchemy_max_overflow = 10
+
+# The SqlAlchemy pool recycle is the number of seconds a connection
+# can be idle in the pool before it is invalidated. This config does
+# not apply to sqlite. If the number of DB connections is ever exceeded,
+# a lower config value will allow the system to recover faster.
+sql_alchemy_pool_recycle = 1800
+
+# Check connection at the start of each connection pool checkout.
+# Typically, this is a simple statement like "SELECT 1".
+# More information here:
+# https://docs.sqlalchemy.org/en/14/core/pooling.html#disconnect-handling-pessimistic
+sql_alchemy_pool_pre_ping = True
+
+# The schema to use for the metadata database.
+# SqlAlchemy supports databases with the concept of multiple schemas.
+sql_alchemy_schema =
+
+# Import path for connect args in SqlAlchemy. Defaults to an empty dict.
+# This is useful when you want to configure db engine args that SqlAlchemy won't parse
+# in connection string.
+# See https://docs.sqlalchemy.org/en/14/core/engines.html#sqlalchemy.create_engine.params.connect_args
+# sql_alchemy_connect_args =
+
+# Whether to load the default connections that ship with Airflow. It's good to
+# get started, but you probably want to set this to ``False`` in a production
+# environment
+load_default_connections = True
+
+# Number of times the code should be retried in case of DB Operational Errors.
+# Not all transactions will be retried as it can cause undesired state.
+# Currently it is only used in ``DagFileProcessor.process_file`` to retry ``dagbag.sync_to_db``.
+max_db_retries = 3
+
+[logging]
+# The folder where airflow should store its log files.
+# This path must be absolute.
+# There are a few existing configurations that assume this is set to the default.
+# If you choose to override this you may need to update the dag_processor_manager_log_location and
+# dag_processor_manager_log_location settings as well.
+base_log_folder = /opt/airflow/logs
+
+# Airflow can store logs remotely in AWS S3, Google Cloud Storage or Elastic Search.
+# Set this to True if you want to enable remote logging.
+remote_logging = False
+
+# Users must supply an Airflow connection id that provides access to the storage
+# location. Depending on your remote logging service, this may only be used for
+# reading logs, not writing them.
+remote_log_conn_id =
+
+# Path to Google Credential JSON file. If omitted, authorization based on `the Application Default
+# Credentials
+# <https://cloud.google.com/docs/authentication/production#finding_credentials_automatically>`__ will
+# be used.
+google_key_path =
+
+# Storage bucket URL for remote logging
+# S3 buckets should start with "s3://"
+# Cloudwatch log groups should start with "cloudwatch://"
+# GCS buckets should start with "gs://"
+# WASB buckets should start with "wasb" just to help Airflow select correct handler
+# Stackdriver logs should start with "stackdriver://"
+remote_base_log_folder =
+
+# Use server-side encryption for logs stored in S3
+encrypt_s3_logs = False
+
+# Logging level.
+#
+# Supported values: ``CRITICAL``, ``ERROR``, ``WARNING``, ``INFO``, ``DEBUG``.
+logging_level = DEBUG
+
+# Logging level for celery. If not set, it uses the value of logging_level
+#
+# Supported values: ``CRITICAL``, ``ERROR``, ``WARNING``, ``INFO``, ``DEBUG``.
+celery_logging_level =
+
+# Logging level for Flask-appbuilder UI.
+#
+# Supported values: ``CRITICAL``, ``ERROR``, ``WARNING``, ``INFO``, ``DEBUG``.
+fab_logging_level = WARNING
+
+# Logging class
+# Specify the class that will specify the logging configuration
+# This class has to be on the python classpath
+# Example: logging_config_class = my.path.default_local_settings.LOGGING_CONFIG
+logging_config_class =
+
+# Flag to enable/disable Colored logs in Console
+# Colour the logs when the controlling terminal is a TTY.
+colored_console_log = True
+
+# Log format for when Colored logs is enabled
+colored_log_format = [%%(blue)s%%(asctime)s%%(reset)s] {{%%(blue)s%%(filename)s:%%(reset)s%%(lineno)d}} %%(log_color)s%%(levelname)s%%(reset)s - %%(log_color)s%%(message)s%%(reset)s
+colored_formatter_class = airflow.utils.log.colored_log.CustomTTYColoredFormatter
+
+# Format of Log line
+log_format = [%%(asctime)s] {{%%(filename)s:%%(lineno)d}} %%(levelname)s - %%(message)s
+simple_log_format = %%(asctime)s %%(levelname)s - %%(message)s
+
+# Specify prefix pattern like mentioned below with stream handler TaskHandlerWithCustomFormatter
+# Example: task_log_prefix_template = {{ti.dag_id}}-{{ti.task_id}}-{{execution_date}}-{{try_number}}
+task_log_prefix_template =
+
+# Formatting for how airflow generates file names/paths for each task run.
+# log_filename_template = dag_id={{{{ ti.dag_id }}}}/run_id={{{{ ti.run_id }}}}/task_id={{{{ ti.task_id }}}}/{{%% if ti.map_index >= 0 %%}}map_index={{{{ ti.map_index }}}}/{{%% endif %%}}attempt={{{{ try_number }}}}.log
+
+# Formatting for how airflow generates file names for log
+# log_processor_filename_template = {{{{ filename }}}}.log
+
+# Full path of dag_processor_manager logfile.
+dag_processor_manager_log_location = /opt/airflow/logs/dag_processor_manager/dag_processor_manager.log
+
+# Name of handler to read task instance logs.
+# Defaults to use ``task`` handler.
+task_log_reader = task
+
+# A comma\-separated list of third-party logger names that will be configured to print messages to
+# consoles\.
+# Example: extra_logger_names = connexion,sqlalchemy
+extra_logger_names =
+
+# When you start an airflow worker, airflow starts a tiny web server
+# subprocess to serve the workers local log files to the airflow main
+# web server, who then builds pages and sends them to users. This defines
+# the port on which the logs are served. It needs to be unused, and open
+# visible from the main web server to connect into the workers.
+worker_log_server_port = 8793
+
+[metrics]
+
+# StatsD (https://github.com/etsy/statsd) integration settings.
+# Enables sending metrics to StatsD.
+statsd_on = False
+statsd_host = localhost
+statsd_port = 8125
+statsd_prefix = airflow
+
+# If you want to avoid sending all the available metrics to StatsD,
+# you can configure an allow list of prefixes (comma separated) to send only the metrics that
+# start with the elements of the list (e.g: "scheduler,executor,dagrun")
+statsd_allow_list =
+
+# A function that validate the StatsD stat name, apply changes to the stat name if necessary and return
+# the transformed stat name.
+#
+# The function should have the following signature:
+# def func_name(stat_name: str) -> str:
+stat_name_handler =
+
+# To enable datadog integration to send airflow metrics.
+statsd_datadog_enabled = False
+
+# List of datadog tags attached to all metrics(e.g: key1:value1,key2:value2)
+statsd_datadog_tags =
+
+# If you want to utilise your own custom StatsD client set the relevant
+# module path below.
+# Note: The module path must exist on your PYTHONPATH for Airflow to pick it up
+# statsd_custom_client_path =
+
+[secrets]
+# Full class name of secrets backend to enable (will precede env vars and metastore in search path)
+# Example: backend = airflow.providers.amazon.aws.secrets.systems_manager.SystemsManagerParameterStoreBackend
+backend =
+
+# The backend_kwargs param is loaded into a dictionary and passed to __init__ of secrets backend class.
+# See documentation for the secrets backend you are using. JSON is expected.
+# Example for AWS Systems Manager ParameterStore:
+# ``{{"connections_prefix": "/airflow/connections", "profile_name": "default"}}``
+backend_kwargs =
+
+[cli]
+# In what way should the cli access the API. The LocalClient will use the
+# database directly, while the json_client will use the api running on the
+# webserver
+api_client = airflow.api.client.local_client
+
+# If you set web_server_url_prefix, do NOT forget to append it here, ex:
+# ``endpoint_url = http://localhost:8080/myroot``
+# So api will look like: ``http://localhost:8080/myroot/api/experimental/...``
+endpoint_url = http://localhost:8080
+
+[debug]
+# Used only with ``DebugExecutor``. If set to ``True`` DAG will fail with first
+# failed task. Helpful for debugging purposes.
+fail_fast = False
+
+[api]
+# Enables the deprecated experimental API. Please note that these APIs do not have access control.
+# The authenticated user has full access.
+#
+# .. warning::
+#
+#   This `Experimental REST API <https://airflow.readthedocs.io/en/latest/rest-api-ref.html>`__ is
+#   deprecated since version 2.0. Please consider using
+#   `the Stable REST API <https://airflow.readthedocs.io/en/latest/stable-rest-api-ref.html>`__.
+#   For more information on migration, see
+#   `RELEASE_NOTES.rst <https://github.com/apache/airflow/blob/main/RELEASE_NOTES.rst>`_
+enable_experimental_api = False
+
+# Comma separated list of auth backends to authenticate users of the API. See
+# https://airflow.apache.org/docs/apache-airflow/stable/security/api.html for possible values.
+# ("airflow.api.auth.backend.default" allows all requests for historic reasons)
+auth_backends = airflow.api.auth.backend.session
+
+# Used to set the maximum page limit for API requests
+maximum_page_limit = 100
+
+# Used to set the default page limit when limit is zero. A default limit
+# of 100 is set on OpenApi spec. However, this particular default limit
+# only work when limit is set equal to zero(0) from API requests.
+# If no limit is supplied, the OpenApi spec default is used.
+fallback_page_limit = 100
+
+# The intended audience for JWT token credentials used for authorization. This value must match on the client and server sides. If empty, audience will not be tested.
+# Example: google_oauth2_audience = project-id-random-value.apps.googleusercontent.com
+google_oauth2_audience =
+
+# Path to Google Cloud Service Account key file (JSON). If omitted, authorization based on
+# `the Application Default Credentials
+# <https://cloud.google.com/docs/authentication/production#finding_credentials_automatically>`__ will
+# be used.
+# Example: google_key_path = /files/service-account-json
+google_key_path =
+
+# Used in response to a preflight request to indicate which HTTP
+# headers can be used when making the actual request. This header is
+# the server side response to the browser's
+# Access-Control-Request-Headers header.
+access_control_allow_headers =
+
+# Specifies the method or methods allowed when accessing the resource.
+access_control_allow_methods =
+
+# Indicates whether the response can be shared with requesting code from the given origins.
+# Separate URLs with space.
+access_control_allow_origins =
+
+[lineage]
+# what lineage backend to use
+backend =
+
+[atlas]
+sasl_enabled = False
+host =
+port = 21000
+username =
+password =
+
+[operators]
+# The default owner assigned to each new operator, unless
+# provided explicitly or passed via ``default_args``
+default_owner = airflow
+default_cpus = 1
+default_ram = 512
+default_disk = 512
+default_gpus = 0
+
+# Default queue that tasks get assigned to and that worker listen on.
+default_queue = default
+
+# Is allowed to pass additional/unused arguments (args, kwargs) to the BaseOperator operator.
+# If set to False, an exception will be thrown, otherwise only the console message will be displayed.
+allow_illegal_arguments = False
+
+[hive]
+# Default mapreduce queue for HiveOperator tasks
+default_hive_mapred_queue =
+
+# Template for mapred_job_name in HiveOperator, supports the following named parameters
+# hostname, dag_id, task_id, execution_date
+# mapred_job_name_template =
+
+[webserver]
+# The base url of your website as airflow cannot guess what domain or
+# cname you are using. This is used in automated emails that
+# airflow sends to point links to the right web server
+base_url = http://localhost:8080
+
+# Default timezone to display all dates in the UI, can be UTC, system, or
+# any IANA timezone string (e.g. Europe/Amsterdam). If left empty the
+# default value of core/default_timezone will be used
+# Example: default_ui_timezone = America/New_York
+default_ui_timezone = UTC
+
+# The ip specified when starting the web server
+web_server_host = 0.0.0.0
+
+# The port on which to run the web server
+web_server_port = 8080
+
+# Paths to the SSL certificate and key for the web server. When both are
+# provided SSL will be enabled. This does not change the web server port.
+web_server_ssl_cert =
+
+# Paths to the SSL certificate and key for the web server. When both are
+# provided SSL will be enabled. This does not change the web server port.
+web_server_ssl_key =
+
+# The type of backend used to store web session data, can be 'database' or 'securecookie'
+# Example: session_backend = securecookie
+session_backend = database
+
+# Number of seconds the webserver waits before killing gunicorn master that doesn't respond
+web_server_master_timeout = 120
+
+# Number of seconds the gunicorn webserver waits before timing out on a worker
+web_server_worker_timeout = 120
+
+# Number of workers to refresh at a time. When set to 0, worker refresh is
+# disabled. When nonzero, airflow periodically refreshes webserver workers by
+# bringing up new ones and killing old ones.
+worker_refresh_batch_size = 1
+
+# Number of seconds to wait before refreshing a batch of workers.
+worker_refresh_interval = 6000
+
+# If set to True, Airflow will track files in plugins_folder directory. When it detects changes,
+# then reload the gunicorn.
+reload_on_plugin_change = False
+
+# Secret key used to run your flask app. It should be as random as possible. However, when running
+# more than 1 instances of webserver, make sure all of them use the same ``secret_key`` otherwise
+# one of them will error with "CSRF session token is missing".
+# The webserver key is also used to authorize requests to Celery workers when logs are retrieved.
+# The token generated using the secret key has a short expiry time though - make sure that time on
+# ALL the machines that you run airflow components on is synchronized (for example using ntpd)
+# otherwise you might get "forbidden" errors when the logs are accessed.
+# secret_key =
+
+# Number of workers to run the Gunicorn web server
+workers = 4
+
+# The worker class gunicorn should use. Choices include
+# sync (default), eventlet, gevent
+worker_class = sync
+
+# Log files for the gunicorn webserver. '-' means log to stderr.
+access_logfile = -
+
+# Log files for the gunicorn webserver. '-' means log to stderr.
+error_logfile = -
+
+# Access log format for gunicorn webserver.
+# default format is %%(h)s %%(l)s %%(u)s %%(t)s "%%(r)s" %%(s)s %%(b)s "%%(f)s" "%%(a)s"
+# documentation - https://docs.gunicorn.org/en/stable/settings.html#access-log-format
+access_logformat =
+
+# Expose the configuration file in the web server
+expose_config = False
+
+# Expose hostname in the web server
+expose_hostname = True
+
+# Expose stacktrace in the web server
+expose_stacktrace = True
+
+# Default DAG view. Valid values are: ``grid``, ``graph``, ``duration``, ``gantt``, ``landing_times``
+dag_default_view = grid
+
+# Default DAG orientation. Valid values are:
+# ``LR`` (Left->Right), ``TB`` (Top->Bottom), ``RL`` (Right->Left), ``BT`` (Bottom->Top)
+dag_orientation = LR
+
+# The amount of time (in secs) webserver will wait for initial handshake
+# while fetching logs from other worker machine
+log_fetch_timeout_sec = 5
+
+# Time interval (in secs) to wait before next log fetching.
+log_fetch_delay_sec = 2
+
+# Distance away from page bottom to enable auto tailing.
+log_auto_tailing_offset = 30
+
+# Animation speed for auto tailing log display.
+log_animation_speed = 1000
+
+# By default, the webserver shows paused DAGs. Flip this to hide paused
+# DAGs by default
+hide_paused_dags_by_default = False
+
+# Consistent page size across all listing views in the UI
+page_size = 100
+
+# Define the color of navigation bar
+navbar_color = #fff
+
+# Default dagrun to show in UI
+default_dag_run_display_number = 25
+
+# Enable werkzeug ``ProxyFix`` middleware for reverse proxy
+enable_proxy_fix = False
+
+# Number of values to trust for ``X-Forwarded-For``.
+# More info: https://werkzeug.palletsprojects.com/en/0.16.x/middleware/proxy_fix/
+proxy_fix_x_for = 1
+
+# Number of values to trust for ``X-Forwarded-Proto``
+proxy_fix_x_proto = 1
+
+# Number of values to trust for ``X-Forwarded-Host``
+proxy_fix_x_host = 1
+
+# Number of values to trust for ``X-Forwarded-Port``
+proxy_fix_x_port = 1
+
+# Number of values to trust for ``X-Forwarded-Prefix``
+proxy_fix_x_prefix = 1
+
+# Set secure flag on session cookie
+cookie_secure = False
+
+# Set samesite policy on session cookie
+cookie_samesite = Lax
+
+# Default setting for wrap toggle on DAG code and TI log views.
+default_wrap = False
+
+# Allow the UI to be rendered in a frame
+x_frame_enabled = True
+
+# Send anonymous user activity to your analytics tool
+# choose from google_analytics, segment, or metarouter
+# analytics_tool =
+
+# Unique ID of your account in the analytics tool
+# analytics_id =
+
+# 'Recent Tasks' stats will show for old DagRuns if set
+show_recent_stats_for_completed_runs = True
+
+# Update FAB permissions and sync security manager roles
+# on webserver startup
+update_fab_perms = True
+
+# The UI cookie lifetime in minutes. User will be logged out from UI after
+# ``session_lifetime_minutes`` of non-activity
+session_lifetime_minutes = 43200
+
+# Sets a custom page title for the DAGs overview page and site title for all pages
+# instance_name =
+
+# Whether the custom page title for the DAGs overview page contains any Markup language
+instance_name_has_markup = False
+
+# How frequently, in seconds, the DAG data will auto-refresh in graph or grid view
+# when auto-refresh is turned on
+auto_refresh_interval = 3
+
+# Boolean for displaying warning for publicly viewable deployment
+warn_deployment_exposure = True
+
+# Comma separated string of view events to exclude from dag audit view.
+# All other events will be added minus the ones passed here.
+# The audit logs in the db will not be affected by this parameter.
+audit_view_excluded_events = gantt,landing_times,tries,duration,calendar,graph,grid,tree,tree_data
+
+# Comma separated string of view events to include in dag audit view.
+# If passed, only these events will populate the dag audit view.
+# The audit logs in the db will not be affected by this parameter.
+# Example: audit_view_included_events = dagrun_cleared,failed
+# audit_view_included_events =
+
+[email]
+
+# Configuration email backend and whether to
+# send email alerts on retry or failure
+# Email backend to use
+email_backend = airflow.utils.email.send_email_smtp
+
+# Email connection to use
+email_conn_id = smtp_default
+
+# Whether email alerts should be sent when a task is retried
+default_email_on_retry = True
+
+# Whether email alerts should be sent when a task failed
+default_email_on_failure = True
+
+# File that will be used as the template for Email subject (which will be rendered using Jinja2).
+# If not set, Airflow uses a base template.
+# Example: subject_template = /path/to/my_subject_template_file
+# subject_template =
+
+# File that will be used as the template for Email content (which will be rendered using Jinja2).
+# If not set, Airflow uses a base template.
+# Example: html_content_template = /path/to/my_html_content_template_file
+# html_content_template =
+
+# Email address that will be used as sender address.
+# It can either be raw email or the complete address in a format ``Sender Name <sender@email.com>``
+# Example: from_email = Airflow <airflow@example.com>
+# from_email =
+
+[smtp]
+
+# If you want airflow to send emails on retries, failure, and you want to use
+# the airflow.utils.email.send_email_smtp function, you have to configure an
+# smtp server here
+smtp_host = localhost
+smtp_starttls = True
+smtp_ssl = False
+# Example: smtp_user = airflow
+# smtp_user =
+# Example: smtp_password = airflow
+# smtp_password =
+smtp_port = 25
+smtp_mail_from = airflow@example.com
+smtp_timeout = 30
+smtp_retry_limit = 5
+
+[sentry]
+
+# Sentry (https://docs.sentry.io) integration. Here you can supply
+# additional configuration options based on the Python platform. See:
+# https://docs.sentry.io/error-reporting/configuration/?platform=python.
+# Unsupported options: ``integrations``, ``in_app_include``, ``in_app_exclude``,
+# ``ignore_errors``, ``before_breadcrumb``, ``transport``.
+# Enable error reporting to Sentry
+sentry_on = false
+sentry_dsn =
+
+# Dotted path to a before_send function that the sentry SDK should be configured to use.
+# before_send =
+
+[local_kubernetes_executor]
+
+# This section only applies if you are using the ``LocalKubernetesExecutor`` in
+# ``[core]`` section above
+# Define when to send a task to ``KubernetesExecutor`` when using ``LocalKubernetesExecutor``.
+# When the queue of a task is the value of ``kubernetes_queue`` (default ``kubernetes``),
+# the task is executed via ``KubernetesExecutor``,
+# otherwise via ``LocalExecutor``
+kubernetes_queue = kubernetes
+
+[celery_kubernetes_executor]
+
+# This section only applies if you are using the ``CeleryKubernetesExecutor`` in
+# ``[core]`` section above
+# Define when to send a task to ``KubernetesExecutor`` when using ``CeleryKubernetesExecutor``.
+# When the queue of a task is the value of ``kubernetes_queue`` (default ``kubernetes``),
+# the task is executed via ``KubernetesExecutor``,
+# otherwise via ``CeleryExecutor``
+kubernetes_queue = kubernetes
+
+[celery]
+
+# This section only applies if you are using the CeleryExecutor in
+# ``[core]`` section above
+# The app name that will be used by celery
+celery_app_name = airflow.executors.celery_executor
+
+# The concurrency that will be used when starting workers with the
+# ``airflow celery worker`` command. This defines the number of task instances that
+# a worker will take, so size up your workers based on the resources on
+# your worker box and the nature of your tasks
+worker_concurrency = 16
+
+# The maximum and minimum concurrency that will be used when starting workers with the
+# ``airflow celery worker`` command (always keep minimum processes, but grow
+# to maximum if necessary). Note the value should be max_concurrency,min_concurrency
+# Pick these numbers based on resources on worker box and the nature of the task.
+# If autoscale option is available, worker_concurrency will be ignored.
+# http://docs.celeryproject.org/en/latest/reference/celery.bin.worker.html#cmdoption-celery-worker-autoscale
+# Example: worker_autoscale = 16,12
+# worker_autoscale =
+
+# Used to increase the number of tasks that a worker prefetches which can improve performance.
+# The number of processes multiplied by worker_prefetch_multiplier is the number of tasks
+# that are prefetched by a worker. A value greater than 1 can result in tasks being unnecessarily
+# blocked if there are multiple workers and one worker prefetches tasks that sit behind long
+# running tasks while another worker has unutilized processes that are unable to process the already
+# claimed blocked tasks.
+# https://docs.celeryproject.org/en/stable/userguide/optimizing.html#prefetch-limits
+worker_prefetch_multiplier = 1
+
+# Specify if remote control of the workers is enabled.
+# When using Amazon SQS as the broker, Celery creates lots of ``.*reply-celery-pidbox`` queues. You can
+# prevent this by setting this to false. However, with this disabled Flower won't work.
+worker_enable_remote_control = true
+
+# Umask that will be used when starting workers with the ``airflow celery worker``
+# in daemon mode. This control the file-creation mode mask which determines the initial
+# value of file permission bits for newly created files.
+worker_umask = 0o077
+
+# The Celery broker URL. Celery supports RabbitMQ, Redis and experimentally
+# a sqlalchemy database. Refer to the Celery documentation for more information.
+broker_url = redis://redis:6379/0
+
+# The Celery result_backend. When a job finishes, it needs to update the
+# metadata of the job. Therefore it will post a message on a message bus,
+# or insert it into a database (depending of the backend)
+# This status is used by the scheduler to update the state of the task
+# The use of a database is highly recommended
+# http://docs.celeryproject.org/en/latest/userguide/configuration.html#task-result-backend-settings
+result_backend = db+postgresql://postgres:airflow@postgres/airflow
+
+# Celery Flower is a sweet UI for Celery. Airflow has a shortcut to start
+# it ``airflow celery flower``. This defines the IP that Celery Flower runs on
+flower_host = 0.0.0.0
+
+# The root URL for Flower
+# Example: flower_url_prefix = /flower
+flower_url_prefix =
+
+# This defines the port that Celery Flower runs on
+flower_port = 5555
+
+# Securing Flower with Basic Authentication
+# Accepts user:password pairs separated by a comma
+# Example: flower_basic_auth = user1:password1,user2:password2
+flower_basic_auth =
+
+# How many processes CeleryExecutor uses to sync task state.
+# 0 means to use max(1, number of cores - 1) processes.
+sync_parallelism = 0
+
+# Import path for celery configuration options
+celery_config_options = airflow.config_templates.default_celery.DEFAULT_CELERY_CONFIG
+ssl_active = False
+ssl_key =
+ssl_cert =
+ssl_cacert =
+
+# Celery Pool implementation.
+# Choices include: ``prefork`` (default), ``eventlet``, ``gevent`` or ``solo``.
+# See:
+# https://docs.celeryproject.org/en/latest/userguide/workers.html#concurrency
+# https://docs.celeryproject.org/en/latest/userguide/concurrency/eventlet.html
+pool = prefork
+
+# The number of seconds to wait before timing out ``send_task_to_executor`` or
+# ``fetch_celery_task_state`` operations.
+operation_timeout = 1.0
+
+# Celery task will report its status as 'started' when the task is executed by a worker.
+# This is used in Airflow to keep track of the running tasks and if a Scheduler is restarted
+# or run in HA mode, it can adopt the orphan tasks launched by previous SchedulerJob.
+task_track_started = True
+
+# Time in seconds after which adopted tasks which are queued in celery are assumed to be stalled,
+# and are automatically rescheduled. This setting does the same thing as ``stalled_task_timeout`` but
+# applies specifically to adopted tasks only. When set to 0, the ``stalled_task_timeout`` setting
+# also applies to adopted tasks.
+task_adoption_timeout = 600
+
+# Time in seconds after which tasks queued in celery are assumed to be stalled, and are automatically
+# rescheduled. Adopted tasks will instead use the ``task_adoption_timeout`` setting if specified.
+# When set to 0, automatic clearing of stalled tasks is disabled.
+stalled_task_timeout = 0
+
+# The Maximum number of retries for publishing task messages to the broker when failing
+# due to ``AirflowTaskTimeout`` error before giving up and marking Task as failed.
+task_publish_max_retries = 3
+
+# Worker initialisation check to validate Metadata Database connection
+worker_precheck = False
+
+[celery_broker_transport_options]
+
+# This section is for specifying options which can be passed to the
+# underlying celery broker transport. See:
+# http://docs.celeryproject.org/en/latest/userguide/configuration.html#std:setting-broker_transport_options
+# The visibility timeout defines the number of seconds to wait for the worker
+# to acknowledge the task before the message is redelivered to another worker.
+# Make sure to increase the visibility timeout to match the time of the longest
+# ETA you're planning to use.
+# visibility_timeout is only supported for Redis and SQS celery brokers.
+# See:
+# http://docs.celeryproject.org/en/master/userguide/configuration.html#std:setting-broker_transport_options
+# Example: visibility_timeout = 21600
+# visibility_timeout =
+
+[dask]
+
+# This section only applies if you are using the DaskExecutor in
+# [core] section above
+# The IP address and port of the Dask cluster's scheduler.
+cluster_address = 127.0.0.1:8786
+
+# TLS/ SSL settings to access a secured Dask scheduler.
+tls_ca =
+tls_cert =
+tls_key =
+
+[scheduler]
+# Task instances listen for external kill signal (when you clear tasks
+# from the CLI or the UI), this defines the frequency at which they should
+# listen (in seconds).
+job_heartbeat_sec = 5
+
+# The scheduler constantly tries to trigger new tasks (look at the
+# scheduler section in the docs for more information). This defines
+# how often the scheduler should run (in seconds).
+scheduler_heartbeat_sec = 5
+
+# The number of times to try to schedule each DAG file
+# -1 indicates unlimited number
+num_runs = -1
+
+# Controls how long the scheduler will sleep between loops, but if there was nothing to do
+# in the loop. i.e. if it scheduled something then it will start the next loop
+# iteration straight away.
+scheduler_idle_sleep_time = 1
+
+# Number of seconds after which a DAG file is parsed. The DAG file is parsed every
+# ``min_file_process_interval`` number of seconds. Updates to DAGs are reflected after
+# this interval. Keeping this number low will increase CPU usage.
+min_file_process_interval = 30
+
+# How often (in seconds) to check for stale DAGs (DAGs which are no longer present in
+# the expected files) which should be deactivated.
+deactivate_stale_dags_interval = 60
+
+# How often (in seconds) to scan the DAGs directory for new files. Default to 5 minutes.
+dag_dir_list_interval = 300
+
+# How often should stats be printed to the logs. Setting to 0 will disable printing stats
+print_stats_interval = 30
+
+# How often (in seconds) should pool usage stats be sent to StatsD (if statsd_on is enabled)
+pool_metrics_interval = 5.0
+
+# If the last scheduler heartbeat happened more than scheduler_health_check_threshold
+# ago (in seconds), scheduler is considered unhealthy.
+# This is used by the health check in the "/health" endpoint
+scheduler_health_check_threshold = 30
+
+# How often (in seconds) should the scheduler check for orphaned tasks and SchedulerJobs
+orphaned_tasks_check_interval = 300.0
+child_process_log_directory = /opt/airflow/logs/scheduler
+
+# Local task jobs periodically heartbeat to the DB. If the job has
+# not heartbeat in this many seconds, the scheduler will mark the
+# associated task instance as failed and will re-schedule the task.
+scheduler_zombie_task_threshold = 300
+
+# How often (in seconds) should the scheduler check for zombie tasks.
+zombie_detection_interval = 10.0
+
+# Turn off scheduler catchup by setting this to ``False``.
+# Default behavior is unchanged and
+# Command Line Backfills still work, but the scheduler
+# will not do scheduler catchup if this is ``False``,
+# however it can be set on a per DAG basis in the
+# DAG definition (catchup)
+catchup_by_default = True
+
+# Setting this to True will make first task instance of a task
+# ignore depends_on_past setting. A task instance will be considered
+# as the first task instance of a task when there is no task instance
+# in the DB with an execution_date earlier than it., i.e. no manual marking
+# success will be needed for a newly added task to be scheduled.
+ignore_first_depends_on_past_by_default = True
+
+# This changes the batch size of queries in the scheduling main loop.
+# If this is too high, SQL query performance may be impacted by
+# complexity of query predicate, and/or excessive locking.
+# Additionally, you may hit the maximum allowable query length for your db.
+# Set this to 0 for no limit (not advised)
+max_tis_per_query = 512
+
+# Should the scheduler issue ``SELECT ... FOR UPDATE`` in relevant queries.
+# If this is set to False then you should not run more than a single
+# scheduler at once
+use_row_level_locking = True
+
+# Max number of DAGs to create DagRuns for per scheduler loop.
+max_dagruns_to_create_per_loop = 10
+
+# How many DagRuns should a scheduler examine (and lock) when scheduling
+# and queuing tasks.
+max_dagruns_per_loop_to_schedule = 20
+
+# Should the Task supervisor process perform a "mini scheduler" to attempt to schedule more tasks of the
+# same DAG. Leaving this on will mean tasks in the same DAG execute quicker, but might starve out other
+# dags in some circumstances
+schedule_after_task_execution = True
+
+# The scheduler can run multiple processes in parallel to parse dags.
+# This defines how many processes will run.
+parsing_processes = 2
+
+# One of ``modified_time``, ``random_seeded_by_host`` and ``alphabetical``.
+# The scheduler will list and sort the dag files to decide the parsing order.
+#
+# * ``modified_time``: Sort by modified time of the files. This is useful on large scale to parse the
+#   recently modified DAGs first.
+# * ``random_seeded_by_host``: Sort randomly across multiple Schedulers but with same order on the
+#   same host. This is useful when running with Scheduler in HA mode where each scheduler can
+#   parse different DAG files.
+# * ``alphabetical``: Sort by filename
+file_parsing_sort_mode = modified_time
+
+# Whether the dag processor is running as a standalone process or it is a subprocess of a scheduler
+# job.
+standalone_dag_processor = False
+
+# Only applicable if `[scheduler]standalone_dag_processor` is true and  callbacks are stored
+# in database. Contains maximum number of callbacks that are fetched during a single loop.
+max_callbacks_per_loop = 20
+
+# Turn off scheduler use of cron intervals by setting this to False.
+# DAGs submitted manually in the web UI or with trigger_dag will still run.
+use_job_schedule = True
+
+# Allow externally triggered DagRuns for Execution Dates in the future
+# Only has effect if schedule_interval is set to None in DAG
+allow_trigger_in_future = False
+
+# DAG dependency detector class to use
+dependency_detector = airflow.serialization.serialized_objects.DependencyDetector
+
+# How often to check for expired trigger requests that have not run yet.
+trigger_timeout_check_interval = 15
+
+[triggerer]
+# How many triggers a single Triggerer will run at once, by default.
+default_capacity = 1000
+
+# [kerberos]
+# ccache = /tmp/airflow_krb5_ccache
+#
+# # gets augmented with fqdn
+# principal = airflow
+# reinit_frequency = 3600
+# kinit_path = kinit
+# keytab = airflow.keytab
+#
+# # Allow to disable ticket forwardability.
+# forwardable = True
+#
+# # Allow to remove source IP from token, useful when using token behind NATted Docker host.
+# include_ip = True
+
+[github_enterprise]
+api_rev = v3
+
+[elasticsearch]
+# Elasticsearch host
+host =
+
+# Format of the log_id, which is used to query for a given tasks logs
+log_id_template = {{dag_id}}-{{task_id}}-{{run_id}}-{{map_index}}-{{try_number}}
+
+# Used to mark the end of a log stream for a task
+end_of_log_mark = end_of_log
+
+# Qualified URL for an elasticsearch frontend (like Kibana) with a template argument for log_id
+# Code will construct log_id using the log_id template from the argument above.
+# NOTE: scheme will default to https if one is not provided
+# Example: frontend = http://localhost:5601/app/kibana#/discover?_a=(columns:!(message),query:(language:kuery,query:'log_id: "{{log_id}}"'),sort:!(log.offset,asc))
+frontend =
+
+# Write the task logs to the stdout of the worker, rather than the default files
+write_stdout = False
+
+# Instead of the default log formatter, write the log lines as JSON
+json_format = False
+
+# Log fields to also attach to the json output, if enabled
+json_fields = asctime, filename, lineno, levelname, message
+
+# The field where host name is stored (normally either `host` or `host.name`)
+host_field = host
+
+# The field where offset is stored (normally either `offset` or `log.offset`)
+offset_field = offset
+
+[elasticsearch_configs]
+use_ssl = False
+verify_certs = True
+
+[kubernetes]
+# Path to the YAML pod file that forms the basis for KubernetesExecutor workers.
+pod_template_file =
+
+# The repository of the Kubernetes Image for the Worker to Run
+worker_container_repository =
+
+# The tag of the Kubernetes Image for the Worker to Run
+worker_container_tag =
+
+# The Kubernetes namespace where airflow workers should be created. Defaults to ``default``
+namespace = default
+
+# If True, all worker pods will be deleted upon termination
+delete_worker_pods = True
+
+# If False (and delete_worker_pods is True),
+# failed worker pods will not be deleted so users can investigate them.
+# This only prevents removal of worker pods where the worker itself failed,
+# not when the task it ran failed.
+delete_worker_pods_on_failure = False
+
+# Number of Kubernetes Worker Pod creation calls per scheduler loop.
+# Note that the current default of "1" will only launch a single pod
+# per-heartbeat. It is HIGHLY recommended that users increase this
+# number to match the tolerance of their kubernetes cluster for
+# better performance.
+worker_pods_creation_batch_size = 1
+
+# Allows users to launch pods in multiple namespaces.
+# Will require creating a cluster-role for the scheduler
+multi_namespace_mode = False
+
+# Use the service account kubernetes gives to pods to connect to kubernetes cluster.
+# It's intended for clients that expect to be running inside a pod running on kubernetes.
+# It will raise an exception if called from a process not running in a kubernetes environment.
+in_cluster = True
+
+# When running with in_cluster=False change the default cluster_context or config_file
+# options to Kubernetes client. Leave blank these to use default behaviour like ``kubectl`` has.
+# cluster_context =
+
+# Path to the kubernetes configfile to be used when ``in_cluster`` is set to False
+# config_file =
+
+# Keyword parameters to pass while calling a kubernetes client core_v1_api methods
+# from Kubernetes Executor provided as a single line formatted JSON dictionary string.
+# List of supported params are similar for all core_v1_apis, hence a single config
+# variable for all apis. See:
+# https://raw.githubusercontent.com/kubernetes-client/python/41f11a09995efcd0142e25946adc7591431bfb2f/kubernetes/client/api/core_v1_api.py
+kube_client_request_args =
+
+# Optional keyword arguments to pass to the ``delete_namespaced_pod`` kubernetes client
+# ``core_v1_api`` method when using the Kubernetes Executor.
+# This should be an object and can contain any of the options listed in the ``v1DeleteOptions``
+# class defined here:
+# https://github.com/kubernetes-client/python/blob/41f11a09995efcd0142e25946adc7591431bfb2f/kubernetes/client/models/v1_delete_options.py#L19
+# Example: delete_option_kwargs = {{"grace_period_seconds": 10}}
+delete_option_kwargs =
+
+# Enables TCP keepalive mechanism. This prevents Kubernetes API requests to hang indefinitely
+# when idle connection is time-outed on services like cloud load balancers or firewalls.
+enable_tcp_keepalive = True
+
+# When the `enable_tcp_keepalive` option is enabled, TCP probes a connection that has
+# been idle for `tcp_keep_idle` seconds.
+tcp_keep_idle = 120
+
+# When the `enable_tcp_keepalive` option is enabled, if Kubernetes API does not respond
+# to a keepalive probe, TCP retransmits the probe after `tcp_keep_intvl` seconds.
+tcp_keep_intvl = 30
+
+# When the `enable_tcp_keepalive` option is enabled, if Kubernetes API does not respond
+# to a keepalive probe, TCP retransmits the probe `tcp_keep_cnt number` of times before
+# a connection is considered to be broken.
+tcp_keep_cnt = 6
+
+# Set this to false to skip verifying SSL certificate of Kubernetes python client.
+verify_ssl = True
+
+# How long in seconds a worker can be in Pending before it is considered a failure
+worker_pods_pending_timeout = 300
+
+# How often in seconds to check if Pending workers have exceeded their timeouts
+worker_pods_pending_timeout_check_interval = 120
+
+# How often in seconds to check for task instances stuck in "queued" status without a pod
+worker_pods_queued_check_interval = 60
+
+# How many pending pods to check for timeout violations in each check interval.
+# You may want this higher if you have a very large cluster and/or use ``multi_namespace_mode``.
+worker_pods_pending_timeout_batch_size = 100
+
+[sensors]
+# Sensor default timeout, 7 days by default (7 * 24 * 60 * 60).
+default_timeout = 604800
+
+[smart_sensor]
+# When `use_smart_sensor` is True, Airflow redirects multiple qualified sensor tasks to
+# smart sensor task.
+use_smart_sensor = False
+
+# `shard_code_upper_limit` is the upper limit of `shard_code` value. The `shard_code` is generated
+# by `hashcode % shard_code_upper_limit`.
+shard_code_upper_limit = 10000
+
+# The number of running smart sensor processes for each service.
+shards = 5
+
+# comma separated sensor classes support in smart_sensor.
+sensors_enabled = NamedHivePartitionSensor
diff --git a/docker/airflow/scripts/create-admin.sh b/docker/airflow/scripts/create-admin.sh
new file mode 100755
index 00000000..d6cd19c9
--- /dev/null
+++ b/docker/airflow/scripts/create-admin.sh
@@ -0,0 +1,11 @@
+#!/usr/bin/env bash
+
+set -e
+
+airflow users create \
+  --username ${_AIRFLOW_WWW_USER_USERNAME} \
+  --password ${_AIRFLOW_WWW_USER_PASSWORD} \
+  --email ${_AIRFLOW_WWW_USER_EMAIL} \
+  --firstname ${_AIRFLOW_WWW_USER_FIRST_NAME} \
+  --lastname ${_AIRFLOW_WWW_USER_LAST_NAME} \
+  --role Admin
diff --git a/docker/airflow/scripts/entrypoint.sh b/docker/airflow/scripts/entrypoint.sh
new file mode 100755
index 00000000..f26d5992
--- /dev/null
+++ b/docker/airflow/scripts/entrypoint.sh
@@ -0,0 +1,20 @@
+#!/usr/bin/env bash
+
+set -e
+
+# prepare the conda environment
+is_conda_in_path=$(echo $PATH|grep -m 1 --count /opt/conda/)
+
+if [ $is_conda_in_path == 0 ]; then
+  export PATH="/opt/conda/condabin:/opt/conda/bin:$PATH"
+  echo "[II] included conda to the PATH"
+fi
+
+echo "[II] activate epigraphhub"
+source activate epigraphhub
+
+if [ $# -ne 0 ]
+  then
+    echo "Running: ${@}"
+    $(${@})
+fi
diff --git a/docker/airflow/scripts/init-db.sh b/docker/airflow/scripts/init-db.sh
new file mode 100755
index 00000000..5d018276
--- /dev/null
+++ b/docker/airflow/scripts/init-db.sh
@@ -0,0 +1,48 @@
+#!/usr/bin/env bash
+# source: https://airflow.apache.org/docs/apache-airflow/stable/docker-compose.yaml
+
+if [[ -z "${AIRFLOW_UID}" ]]; then
+  echo
+  echo -e "\033[1;33mWARNING!!!: AIRFLOW_UID not set!\e[0m"
+  echo "If you are on Linux, you SHOULD follow the instructions below to set "
+  echo "AIRFLOW_UID environment variable, otherwise files will be owned by root."
+  echo "For other operating systems you can get rid of the warning with manually created .env file:"
+  echo "    See: https://airflow.apache.org/docs/apache-airflow/stable/start/docker.html#setting-the-right-airflow-user"
+  echo
+fi
+one_meg=1048576
+mem_available=$(($(getconf _PHYS_PAGES) * $(getconf PAGE_SIZE) / one_meg))
+cpus_available=$(grep -cE 'cpu[0-9]+' /proc/stat)
+disk_available=$(df / | tail -1 | awk '{print $4}')
+warning_resources="false"
+if (( mem_available < 4000 )) ; then
+  echo
+  echo -e "\033[1;33mWARNING!!!: Not enough memory available for Docker.\e[0m"
+  echo "At least 4GB of memory required. You have $(numfmt --to iec $((mem_available * one_meg)))"
+  echo
+  warning_resources="true"
+fi
+if (( cpus_available < 2 )); then
+  echo
+  echo -e "\033[1;33mWARNING!!!: Not enough CPUS available for Docker.\e[0m"
+  echo "At least 2 CPUs recommended. You have ${cpus_available}"
+  echo
+  warning_resources="true"
+fi
+if (( disk_available < one_meg * 10 )); then
+  echo
+  echo -e "\033[1;33mWARNING!!!: Not enough Disk space available for Docker.\e[0m"
+  echo "At least 10 GBs recommended. You have $(numfmt --to iec $((disk_available * 1024 )))"
+  echo
+  warning_resources="true"
+fi
+if [[ ${warning_resources} == "true" ]]; then
+  echo
+  echo -e "\033[1;33mWARNING!!!: You have not enough resources to run Airflow (see above)!\e[0m"
+  echo "Please follow the instructions to increase amount of resources available:"
+  echo "   https://airflow.apache.org/docs/apache-airflow/stable/start/docker.html#before-you-begin"
+  echo
+fi
+mkdir -p /sources/logs /sources/dags /sources/plugins
+
+airflow db init
diff --git a/docker/airflow/scripts/startup.sh b/docker/airflow/scripts/startup.sh
new file mode 100755
index 00000000..b4daa6dd
--- /dev/null
+++ b/docker/airflow/scripts/startup.sh
@@ -0,0 +1,28 @@
+#!/usr/bin/env bash
+
+set -e
+
+# initdb
+echo "=========== init-db ==========="
+. /opt/scripts/init-db.sh
+
+# create admin user
+echo "=========== init-db ==========="
+. /opt/scripts/create-admin.sh
+
+# start airflow
+echo "========= airflow webserver ========="
+airflow webserver &
+sleep 10
+
+# start scheduler
+echo "========= airflow scheduler ========="
+airflow scheduler &
+sleep 10
+
+# just to keep the prompt blocked
+mkdir -p /tmp/empty
+cd /tmp/empty
+
+echo "========= DONE ========="
+python -m http.server
diff --git a/docker/airflow/scripts/webserver_config.py b/docker/airflow/scripts/webserver_config.py
new file mode 100644
index 00000000..e69de29b
diff --git a/docker/compose-base.yaml b/docker/compose-base.yaml
index 1f0d80b1..bec34a32 100644
--- a/docker/compose-base.yaml
+++ b/docker/compose-base.yaml
@@ -13,8 +13,9 @@ services:
       args:
         # note: if you want to use a specific UID and GID, ensure to add it to
         #       the .env file
-        - UID=${UID:-1000}
-        - GID=${GID:-1000}
+        - UID=${HOST_UID:-1000}
+        - GID=${HOST_GID:-1000}
+    user: "epigraphhub:epigraphhub"
     healthcheck:
       test: ["CMD", "curl", "-f", "http://localhost:8088/health"]
       interval: 60s
@@ -30,6 +31,40 @@ services:
       - redis
       - flower
 
+  airflow:
+    hostname: airflow
+    restart: unless-stopped
+    env_file:
+      - ../.env
+    build:
+      context: ..
+      dockerfile: docker/airflow/Dockerfile
+      args:
+        # note: if you want to use a specific UID and GID, ensure to add it to
+        #       the .env file
+        - UID=${HOST_UID:-1000}
+        - GID=${HOST_GID:-1000}
+    environment:
+      AIRFLOW_UID: "${HOST_UID:-1000}"
+    user: "epigraphhub:epigraphhub"
+    healthcheck:
+      test: ["CMD", "curl", "-f", "http://localhost:8080/health"]
+      interval: 30s
+      timeout: 10s
+      retries: 10
+      start_period: 40s  # requires docker-compose 3.4
+    volumes:
+      - ..:/opt/EpiGraphHub
+      - ${SUPERSET_DB_PATH_DIR_HOST}:/opt/data/superset/
+      - ${AIRFLOW_FILES_PATH_DIR_HOST}/dags:/opt/airflow/dags
+      - ${AIRFLOW_FILES_PATH_DIR_HOST}/logs:/opt/airflow/logs
+      - ${AIRFLOW_FILES_PATH_DIR_HOST}/plugins:/opt/airflow/plugins
+    ports:
+      - ${AIRFLOW_PORT}:8080
+    depends_on:
+      - redis
+      - flower
+
   redis:
     image: redis:alpine
     hostname: redis
diff --git a/docker/compose-dev.yaml b/docker/compose-dev.yaml
index 441e0dee..d1d3aeec 100644
--- a/docker/compose-dev.yaml
+++ b/docker/compose-dev.yaml
@@ -8,16 +8,21 @@ services:
       - flower
 
   postgres:
+    env_file:
+      - ../.env
+    ports:
+      - ${POSTGRES_PORT}:${POSTGRES_PORT}
     environment:
       # overwrite .env default variables
       - POSTGRES_USER=postgres
       - POSTGRES_PASSWORD=postgres
       - POSTGRES_DB=postgres
-    ports:
-      - ${POSTGRES_PORT}:25432
-    healthcheck:
-      test: ["CMD-SHELL", "pg_isready -p ${POSTGRES_PORT} -U postgres"]
-      interval: 10s
-      timeout: 5s
-      retries: 10
-    command: -p 25432
+    volumes:
+      - ./postgresql/sql/dev/:/docker-entrypoint-initdb.d/
+      - pgdata:/var/lib/postgresql/data
+    command: -p ${POSTGRES_PORT}
+
+
+
+volumes:
+  pgdata:
diff --git a/docker/postgresql/Dockerfile b/docker/postgresql/Dockerfile
index e3b63b84..13852389 100644
--- a/docker/postgresql/Dockerfile
+++ b/docker/postgresql/Dockerfile
@@ -1,10 +1,11 @@
 FROM postgis/postgis:14-3.2
 
 ENV DEBIAN_FRONTEND=noninteractive
-RUN apt-get update -y \
-    && apt-get install -y \
-      postgresql-14-plr \
-      postgresql-14-postgis-3-scripts \
-      postgresql-plpython3-14 \
-      postgresql-contrib \
-    && rm -rf /var/lib/apt/lists/*
+RUN apt-get -qq update --yes \
+  && apt-get -qq install --yes --no-install-recommends \
+  build-essential ca-certificates \
+  postgresql-14-plr \
+  postgresql-14-postgis-3-scripts \
+  postgresql-plpython3-14 \
+  postgresql-contrib \
+  && rm -rf /var/lib/apt/lists/*
diff --git a/docker/postgresql/prepare-db.sh b/docker/postgresql/prepare-db.sh
deleted file mode 100644
index 536fc9cd..00000000
--- a/docker/postgresql/prepare-db.sh
+++ /dev/null
@@ -1,21 +0,0 @@
-#!/usr/bin/env bash
-
-# =================================
-# NOTE: USE IT JUST FOR DEVELOPMENT
-# =================================
-
-set -ex
-
-DOCKER_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && cd .. && pwd )"
-
-echo "[II] CREATE DATABASE"
-psql "postgresql://postgres:postgres@$POSTGRES_HOST:$POSTGRES_PORT/postgres" \
-    < ${DOCKER_DIR}/sql/database.sql
-
-echo "[II] LOAD EPIGRAPHHUB DUMP"
-psql "postgresql://postgres:postgres@$POSTGRES_HOST:$POSTGRES_PORT/$POSTGRES_DB" \
-    < ${DOCKER_DIR}/sql/epigraphhub.sql
-
-echo "[II] LOAD PRIVATE DUMP"
-psql "postgresql://postgres:postgres@$POSTGRES_HOST:$POSTGRES_PORT/$POSTGRES_DB_PRIVATE" \
-    < ${DOCKER_DIR}/sql/privatehub.sql
diff --git a/docker/postgresql/scripts/dev/prepare-db.sh b/docker/postgresql/scripts/dev/prepare-db.sh
new file mode 100644
index 00000000..c2d113ab
--- /dev/null
+++ b/docker/postgresql/scripts/dev/prepare-db.sh
@@ -0,0 +1,19 @@
+#!/usr/bin/env bash
+
+# =================================
+# NOTE: USE IT JUST FOR DEVELOPMENT
+# =================================
+
+set -ex
+
+DOCKER_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && cd ../../.. && pwd )"
+PSQL_CONNECTION="postgresql://${POSTGRES_USER}:${POSTGRES_PASSWORD}@${POSTGRES_HOST}:${POSTGRES_PORT}"
+
+echo "[II] CREATE DATABASE"
+psql "${PSQL_CONNECTION}/postgres" < ${DOCKER_DIR}/sql/dev/database.sql
+
+echo "[II] LOAD EPIGRAPHHUB DUMP"
+psql "${PSQL_CONNECTION}/${POSTGRES_EPIGRAPH_DB}" < ${DOCKER_DIR}/sql/dev/epigraphhub.sql
+
+echo "[II] LOAD PRIVATE DUMP"
+psql "${PSQL_CONNECTION}/${POSTGRES_EPIGRAPH_DB_PRIVATE}" < ${DOCKER_DIR}/sql/dev/privatehub.sql
diff --git a/docker/postgresql/sql/dev/01-database.sql b/docker/postgresql/sql/dev/01-database.sql
new file mode 100644
index 00000000..e7c9dd80
--- /dev/null
+++ b/docker/postgresql/sql/dev/01-database.sql
@@ -0,0 +1,37 @@
+/* Used for development only */
+
+DROP DATABASE IF EXISTS dev_epigraphhub;
+DROP DATABASE IF EXISTS dev_privatehub;
+DROP DATABASE IF EXISTS dev_sandbox;
+DROP DATABASE IF EXISTS dev_airflow;
+
+DROP ROLE IF EXISTS dev_admin;
+DROP ROLE IF EXISTS dev_airflow_user;
+
+CREATE ROLE dev_admin;
+ALTER ROLE dev_admin
+  WITH SUPERUSER INHERIT NOCREATEROLE NOCREATEDB LOGIN NOREPLICATION NOBYPASSRLS;
+ALTER USER dev_admin WITH PASSWORD 'admin';
+
+CREATE ROLE dev_airflow_user;
+ALTER ROLE dev_airflow_user
+  WITH SUPERUSER INHERIT NOCREATEROLE NOCREATEDB LOGIN NOREPLICATION NOBYPASSRLS;
+ALTER USER dev_airflow_user
+  WITH PASSWORD 'airflow_password';
+
+DROP ROLE IF EXISTS dev_epigraph;
+CREATE ROLE dev_epigraph;
+ALTER ROLE dev_epigraph
+  WITH NOSUPERUSER INHERIT NOCREATEROLE NOCREATEDB LOGIN NOREPLICATION NOBYPASSRLS;
+ALTER USER dev_epigraph
+  WITH PASSWORD 'dev_epigraph';
+
+DROP ROLE IF EXISTS dev_external;
+CREATE ROLE dev_external;
+ALTER ROLE dev_external
+  WITH NOSUPERUSER INHERIT NOCREATEROLE NOCREATEDB NOLOGIN NOREPLICATION NOBYPASSRLS;
+COMMENT ON ROLE dev_external IS 'External analysts with read-only access to  some databases';
+
+CREATE DATABASE dev_epigraphhub OWNER dev_epigraph;
+CREATE DATABASE dev_privatehub OWNER dev_epigraph;
+CREATE DATABASE dev_airflow OWNER dev_airflow_user;
diff --git a/docker/sql/epigraphhub.sql b/docker/postgresql/sql/dev/02-epigraphhub.sql
similarity index 99%
rename from docker/sql/epigraphhub.sql
rename to docker/postgresql/sql/dev/02-epigraphhub.sql
index a34fb91b..36ac1351 100644
--- a/docker/sql/epigraphhub.sql
+++ b/docker/postgresql/sql/dev/02-epigraphhub.sql
@@ -5,6 +5,8 @@
 -- Dumped from database version 10.19 (Ubuntu 10.19-0ubuntu0.18.04.1)
 -- Dumped by pg_dump version 10.19 (Ubuntu 10.19-0ubuntu0.18.04.1)
 
+\c dev_epigraphhub
+
 SET statement_timeout = 0;
 SET lock_timeout = 0;
 SET idle_in_transaction_session_timeout = 0;
@@ -44,7 +46,7 @@ CREATE SCHEMA switzerland;
 ALTER SCHEMA switzerland OWNER TO dev_admin;
 
 --
--- Name: plpgsql; Type: EXTENSION; Schema: -; Owner: 
+-- Name: plpgsql; Type: EXTENSION; Schema: -; Owner:
 --
 
 CREATE EXTENSION IF NOT EXISTS plpgsql WITH SCHEMA pg_catalog;
@@ -58,31 +60,31 @@ COMMENT ON EXTENSION plpgsql IS 'PL/pgSQL procedural language';
 
 
 --
--- Name: plpython3u; Type: EXTENSION; Schema: -; Owner: 
+-- Name: plpython3u; Type: EXTENSION; Schema: -; Owner:
 --
 
 CREATE EXTENSION IF NOT EXISTS plpython3u WITH SCHEMA pg_catalog;
 
 
 --
--- Name: EXTENSION plpython3u; Type: COMMENT; Schema: -; Owner: 
+-- Name: EXTENSION plpython3u; Type: COMMENT; Schema: -; Owner:
 --
 
 COMMENT ON EXTENSION plpython3u IS 'PL/Python3U untrusted procedural language';
 
 
 --
--- Name: plpythonu; Type: EXTENSION; Schema: -; Owner: 
+-- Name: plpython3u; Type: EXTENSION; Schema: -; Owner:
 --
 
-CREATE EXTENSION IF NOT EXISTS plpythonu WITH SCHEMA pg_catalog;
+CREATE EXTENSION IF NOT EXISTS plpython3u WITH SCHEMA pg_catalog;
 
 
 --
--- Name: EXTENSION plpythonu; Type: COMMENT; Schema: -; Owner: 
+-- Name: EXTENSION plpython3u; Type: COMMENT; Schema: -; Owner:
 --
 
-COMMENT ON EXTENSION plpythonu IS 'PL/PythonU untrusted procedural language';
+COMMENT ON EXTENSION plpython3u IS 'PL/PythonU untrusted procedural language';
 
 
 --
@@ -107,12 +109,27 @@ CREATE EXTENSION IF NOT EXISTS postgis WITH SCHEMA public;
 
 
 --
--- Name: EXTENSION postgis; Type: COMMENT; Schema: -; Owner: 
+-- Name: EXTENSION postgis; Type: COMMENT; Schema: -; Owner:
 --
 
 COMMENT ON EXTENSION postgis IS 'PostGIS geometry, geography, and raster spatial types and functions';
 
 
+--
+-- Name: postgis_raster; Type: EXTENSION; Schema: -; Owner:
+--
+
+CREATE EXTENSION IF NOT EXISTS postgis_raster WITH SCHEMA public;
+
+
+--
+-- Name: EXTENSION postgis_raster; Type: COMMENT; Schema: -; Owner:
+--
+
+COMMENT ON EXTENSION postgis_raster IS 'PostGIS geometry, geography, and raster spatial types and functions';
+
+
+
 SET default_tablespace = '';
 
 SET default_with_oids = false;
@@ -28685,7 +28702,6 @@ GRANT SELECT ON TABLE public.iso_alpha3_country_codes TO dev_external;
 
 GRANT SELECT ON TABLE public.raster_columns TO dev_external;
 
-
 --
 -- Name: TABLE raster_overviews; Type: ACL; Schema: public; Owner: postgres
 --
diff --git a/docker/sql/privatehub.sql b/docker/postgresql/sql/dev/03-privatehub.sql
similarity index 67%
rename from docker/sql/privatehub.sql
rename to docker/postgresql/sql/dev/03-privatehub.sql
index fb950a98..dc12ffe2 100644
--- a/docker/sql/privatehub.sql
+++ b/docker/postgresql/sql/dev/03-privatehub.sql
@@ -5,6 +5,8 @@
 -- Dumped from database version 10.19 (Ubuntu 10.19-0ubuntu0.18.04.1)
 -- Dumped by pg_dump version 10.19 (Ubuntu 10.19-0ubuntu0.18.04.1)
 
+\c dev_privatehub
+
 SET statement_timeout = 0;
 SET lock_timeout = 0;
 SET idle_in_transaction_session_timeout = 0;
@@ -46,6 +48,79 @@ CREATE EXTENSION IF NOT EXISTS plpgsql WITH SCHEMA pg_catalog;
 COMMENT ON EXTENSION plpgsql IS 'PL/pgSQL procedural language';
 
 
+--
+-- Name: plpython3u; Type: EXTENSION; Schema: -; Owner:
+--
+
+CREATE EXTENSION IF NOT EXISTS plpython3u WITH SCHEMA pg_catalog;
+
+
+--
+-- Name: EXTENSION plpython3u; Type: COMMENT; Schema: -; Owner:
+--
+
+COMMENT ON EXTENSION plpython3u IS 'PL/Python3U untrusted procedural language';
+
+
+--
+-- Name: plpython3u; Type: EXTENSION; Schema: -; Owner:
+--
+
+CREATE EXTENSION IF NOT EXISTS plpython3u WITH SCHEMA pg_catalog;
+
+
+--
+-- Name: EXTENSION plpython3u; Type: COMMENT; Schema: -; Owner:
+--
+
+COMMENT ON EXTENSION plpython3u IS 'PL/PythonU untrusted procedural language';
+
+
+--
+-- Name: plr; Type: EXTENSION; Schema: -; Owner:
+--
+
+CREATE EXTENSION IF NOT EXISTS plr WITH SCHEMA public;
+
+
+--
+-- Name: EXTENSION plr; Type: COMMENT; Schema: -; Owner:
+--
+
+COMMENT ON EXTENSION plr IS 'load R interpreter and execute R script from within a database';
+
+
+--
+-- Name: postgis; Type: EXTENSION; Schema: -; Owner:
+--
+
+CREATE EXTENSION IF NOT EXISTS postgis WITH SCHEMA public;
+
+
+--
+-- Name: EXTENSION postgis; Type: COMMENT; Schema: -; Owner:
+--
+
+COMMENT ON EXTENSION postgis IS 'PostGIS geometry, geography, and raster spatial types and functions';
+
+
+--
+-- Name: postgis_raster; Type: EXTENSION; Schema: -; Owner:
+--
+
+CREATE EXTENSION IF NOT EXISTS postgis_raster WITH SCHEMA public;
+
+
+--
+-- Name: EXTENSION postgis_raster; Type: COMMENT; Schema: -; Owner:
+--
+
+COMMENT ON EXTENSION postgis_raster IS 'PostGIS geometry, geography, and raster spatial types and functions';
+
+
+
+
+
 SET default_tablespace = '';
 
 SET default_with_oids = false;
diff --git a/docker/sql/database.sql b/docker/sql/database.sql
deleted file mode 100644
index 2ddb909b..00000000
--- a/docker/sql/database.sql
+++ /dev/null
@@ -1,23 +0,0 @@
-/* Used for development only */
-
-DROP DATABASE IF EXISTS dev_epigraphhub;
-DROP DATABASE IF EXISTS dev_privatehub;
-DROP DATABASE IF EXISTS dev_sandbox;
-
-DROP ROLE IF EXISTS dev_admin;
-CREATE ROLE dev_admin;
-ALTER ROLE dev_admin WITH SUPERUSER INHERIT NOCREATEROLE NOCREATEDB LOGIN NOREPLICATION NOBYPASSRLS;
-ALTER USER dev_admin WITH PASSWORD 'admin';
-
-DROP ROLE IF EXISTS dev_epigraph;
-CREATE ROLE dev_epigraph;
-ALTER ROLE dev_epigraph WITH NOSUPERUSER INHERIT NOCREATEROLE NOCREATEDB LOGIN NOREPLICATION NOBYPASSRLS;
-ALTER USER dev_epigraph WITH PASSWORD 'dev_epigraph';
-
-DROP ROLE IF EXISTS dev_external;
-CREATE ROLE dev_external;
-ALTER ROLE dev_external WITH NOSUPERUSER INHERIT NOCREATEROLE NOCREATEDB NOLOGIN NOREPLICATION NOBYPASSRLS;
-COMMENT ON ROLE dev_external IS 'External analysts with read-only access to  some databases';
-
-CREATE DATABASE dev_epigraphhub OWNER dev_epigraph;
-CREATE DATABASE dev_privatehub OWNER dev_epigraph;
diff --git a/docker/superset/entrypoint.sh b/docker/superset/entrypoint.sh
index 7a9c5b92..2e7f795b 100755
--- a/docker/superset/entrypoint.sh
+++ b/docker/superset/entrypoint.sh
@@ -1,5 +1,7 @@
 #!/usr/bin/env bash
 
+set -ex
+
 # prepare the conda environment
 is_conda_in_path=$(echo $PATH|grep -m 1 --count /opt/conda/)
 
diff --git a/scripts/prepare-host-db.sh b/scripts/prepare-host.sh
similarity index 56%
rename from scripts/prepare-host-db.sh
rename to scripts/prepare-host.sh
index fcabb497..35e797d5 100755
--- a/scripts/prepare-host-db.sh
+++ b/scripts/prepare-host.sh
@@ -4,6 +4,15 @@ PROJECT_PATH="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && cd ..
 export $(echo $(cat ${PROJECT_PATH}/.env | sed 's/#.*//g'| xargs) | envsubst)
 
 set -ex
+
+# superset
 mkdir -p ${SUPERSET_DB_PATH_DIR_HOST}
 sqlite3 ${SUPERSET_DB_PATH_HOST} "VACUUM;" ".quit"
 chmod -R 777 ${SUPERSET_DB_PATH_DIR_HOST}
+
+# airflow
+mkdir -p ${AIRFLOW_FILES_PATH_DIR_HOST}
+mkdir -p ${AIRFLOW_FILES_PATH_DIR_HOST}/logs
+mkdir -p ${AIRFLOW_FILES_PATH_DIR_HOST}/logs/scheduler
+mkdir -p ${AIRFLOW_FILES_PATH_DIR_HOST}/dags
+mkdir -p ${AIRFLOW_FILES_PATH_DIR_HOST}/plugins