diff --git a/docs/_sidebar.md b/docs/_sidebar.md
index e5d564a..2bbab46 100644
--- a/docs/_sidebar.md
+++ b/docs/_sidebar.md
@@ -15,10 +15,12 @@
* [Logs](logs/ingestion.md "QRYN – Supported Components – LogQL for ClickHouse and beyond")
* [Metrics](metrics/ingestion.md "QRYN – Supported Components – LogQL for ClickHouse and beyond")
* [Telemetry](telemetry/ingestion.md "QRYN – Supported Components – LogQL for ClickHouse and beyond")
+ * [Profiling](profiling/ingestion.md "QRYN – Supported Components – LogQL for ClickHouse and beyond")
* [Querying](getting-started.md "QRYN – Getting Started – LogQL for ClickHouse and beyond")
* [Logs](logs/query "QRYN – Getting Started – LogQL for ClickHouse and beyond")
* [Metrics](metrics/query "QRYN by Metrico.in")
* [Telemetry](telemetry/query "QRYN by Metrico.in")
+ * [Profiling](profiling/query "QRYN by Metrico.in")
* [Advanced](examples.md "QRYN – Getting Started – LogQL for ClickHouse and beyond")
* [LogQL](guide/logql.md "QRYN – Getting Started – LogQL for ClickHouse and beyond")
* [APIs](support.md "QRYN – Supported Components – LogQL for ClickHouse and beyond")
diff --git a/docs/home.md b/docs/home.md
index 8060e63..631f397 100644
--- a/docs/home.md
+++ b/docs/home.md
@@ -2,7 +2,10 @@
qryn: polyglot monitoring and observability
-
+
+
+
+
?> ... it's pronounced /ˈkwɪr..ɪŋ/ or just _querying_
diff --git a/docs/profiling/ingestion.md b/docs/profiling/ingestion.md
new file mode 100644
index 0000000..5e0a072
--- /dev/null
+++ b/docs/profiling/ingestion.md
@@ -0,0 +1,63 @@
+# 🔻 Profiling Ingestion
+
+The following protocol APIs are supported for ingesting continuous profiling events:
+
+
+## ** OTEL Collector **
+
+
+
+![image](https://user-images.githubusercontent.com/1423657/196469086-3d85efd5-7ef9-4d42-a677-5591470b7cae.png ':size=200')
+
+The [OTEL Collector]([https://opentelemetry.io/docs/collector/](https://github.com/metrico/otel-collector)) offers a vendor-agnostic implementation of how to receive, process and export telemetry data. It removes the need to run, operate, and maintain multiple agents/collectors.
+
+This works with improved scalability and supports a large variety of open-source observability data formats _(e.g. pprof, etc.)_ and allows aggregating and sending profiling data to **qryn** using the _Pyroscope API_
+
+This guide is based on the [qryn opentelemetry distribution](https://github.com/metrico/otel-collector) for qryn + clickhouse.
+
+### Examples
+
+#### qryn collector
+```
+otel-collector:
+ container_name: otel-collector
+ image: ghcr.io/metrico/qryn-otel-collector:latest
+ volumes:
+ - ./otel-collector-config.yaml:/etc/otel/config.yaml
+ ports:
+ - "8062 :8062 " # Pyroscope gRPC receiver
+ restart: on-failure
+```
+
+###### pyroscope `otel-collector-config.taml`
+The following example enables Pyroscope ingestion using the qryn-collector. Integrate in your existing configuration.
+
+```yml
+receivers:
+ pyroscopereceiver:
+exporters:
+ clickhouseprofileexporter:
+ dsn: clickhouse://localhost:9000/qryn
+service:
+ pipelines:
+ logs:
+ receivers: [pyroscopereceiver]
+ exporters: [clickhouseprofileexporter]
+```
+
+?> _That's it!_ You're now ready to ingest _continuous profiling into **qryn** using OTLP Collector!
+
+## ** Pyroscope Java **
+
+
+
+You can use qryn with the [Pyroscope Java](https://github.com/grafana/pyroscope-java) client
+
+The agent is distributed as a single JAR file `pyroscope.jar` containing native async-profiler libraries for:
+
+* Linux on x64
+* Linux on ARM64
+* MacOS on x64
+* MacOS on ARM64
+
+
diff --git a/docs/profiling/query.md b/docs/profiling/query.md
new file mode 100644
index 0000000..95ee761
--- /dev/null
+++ b/docs/profiling/query.md
@@ -0,0 +1,26 @@
+# 🔎 Querying Profiling Data
+
+In this section, we'll learn how to query and filter profiling data using **Pyroscope**. Let's get __qryn__!
+
+
+### ** ⭐ Grafana Pyroscope **
+
+
+Configure a new Pyroscope `datasource` using the Phlare format pointed at **qryn**
+
+![image](https://github.com/metrico/qryn-docs/assets/1423657/5c4f985c-c9fc-4676-8954-ac6973e77e9e)
+
+You are now ready to **explore** profiling data using Pyroscope and _flame visualizations_
+
+
+### Pyroscope
+#### Find Profiling data using Pyroscope 🧲
+
+Pyroscope is _Grafana's Continuous Profiling_ stack providing ingestion and filtering capabilities.
+
+#### Search
+Use the **qryn** `Pyroscope` datasource to find profiling data using _Search_
+
+![screencast-localhost_3000-2024 01 16-12_43_50-ezgif com-video-to-gif-converter](https://github.com/metrico/qryn-docs/assets/1423657/3fe7167e-504a-42c0-bf51-bdb090ce0f6b)
+
+