diff --git a/app/app.go b/app/app.go
index c69e14b3..64513892 100644
--- a/app/app.go
+++ b/app/app.go
@@ -429,7 +429,6 @@ func New(
 		app.BankKeeper,
 		app.DistrKeeper,
 		app.StakingKeeper,
-		app.GasEstimateKeeper,
 		distrtypes.ModuleName,
 		cast.ToBool(appOpts.Get("telemetry.enabled")),
 		authtypes.NewModuleAddress(govtypes.ModuleName).String(),
diff --git a/x/oracle/abci/proposal.go b/x/oracle/abci/proposal.go
index 5bc1db7c..42892d7a 100644
--- a/x/oracle/abci/proposal.go
+++ b/x/oracle/abci/proposal.go
@@ -73,14 +73,9 @@ func (h *ProposalHandler) PrepareProposalHandler() sdk.PrepareProposalHandler {
 				return &cometabci.ResponsePrepareProposal{Txs: make([][]byte, 0)}, err
 			}
 
-			medianGasEstimates, err := h.generateMedianGasEstimates(ctx, req.LocalLastCommit)
-			if err != nil {
-				return &cometabci.ResponsePrepareProposal{Txs: make([][]byte, 0)}, err
-			}
 			injectedVoteExtTx := oracletypes.InjectedVoteExtensionTx{
 				ExchangeRateVotes:  exchangeRateVotes,
 				ExtendedCommitInfo: extendedCommitInfoBz,
-				GasEstimateMedians: medianGasEstimates,
 			}
 
 			bz, err := injectedVoteExtTx.Marshal()
@@ -176,14 +171,6 @@ func (h *ProposalHandler) ProcessProposalHandler() sdk.ProcessProposalHandler {
 			if err := h.verifyExchangeRateVotes(injectedVoteExtTx.ExchangeRateVotes, exchangeRateVotes); err != nil {
 				return &cometabci.ResponseProcessProposal{Status: cometabci.ResponseProcessProposal_REJECT}, err
 			}
-			// Verify the proposer's gas estimation by computing the same median.
-			gasEstimateMedians, err := h.generateMedianGasEstimates(ctx, extendedCommitInfo)
-			if err != nil {
-				return &cometabci.ResponseProcessProposal{Status: cometabci.ResponseProcessProposal_REJECT}, err
-			}
-			if err := h.verifyMedianGasEstimations(injectedVoteExtTx.GasEstimateMedians, gasEstimateMedians); err != nil {
-				return &cometabci.ResponseProcessProposal{Status: cometabci.ResponseProcessProposal_REJECT}, err
-			}
 		}
 
 		h.logger.Info(
@@ -266,97 +253,3 @@ func (h *ProposalHandler) verifyExchangeRateVotes(
 
 	return nil
 }
-
-func (h *ProposalHandler) generateMedianGasEstimates(
-	ctx sdk.Context,
-	ci cometabci.ExtendedCommitInfo,
-) ([]oracletypes.GasEstimate, error) {
-	gasEstimates := []oracletypes.GasEstimate{}
-
-	for _, vote := range ci.Votes {
-		if vote.BlockIdFlag != cmtproto.BlockIDFlagCommit {
-			continue
-		}
-
-		var valConsAddr sdk.ConsAddress
-		if err := valConsAddr.Unmarshal(vote.Validator.Address); err != nil {
-			h.logger.Error(
-				"failed to unmarshal validator consensus address",
-				"err", err,
-			)
-			return gasEstimates, err
-		}
-		val, err := h.stakingKeeper.GetValidatorByConsAddr(ctx, valConsAddr)
-		if err != nil {
-			h.logger.Error(
-				"failed to get consensus validator from staking keeper",
-				"err", err,
-			)
-			return gasEstimates, err
-		}
-		_, err = sdk.ValAddressFromBech32(val.OperatorAddress)
-		if err != nil {
-			return gasEstimates, err
-		}
-	}
-
-	networks := []string{}
-	// get contracts on registry list
-	params := h.oracleKeeper.GasEstimateKeeper.GetParams(ctx)
-	for _, contract := range params.ContractRegistry {
-		networks = append(networks, contract.Network)
-	}
-
-	for _, network := range networks {
-		networkEstimates := []oracletypes.GasEstimate{}
-
-		for _, vote := range ci.Votes {
-			var voteExt oracletypes.OracleVoteExtension
-			if err := voteExt.Unmarshal(vote.VoteExtension); err != nil {
-				h.logger.Error(
-					"failed to decode vote extension",
-					"err", err,
-				)
-				continue
-			}
-
-			for _, estimate := range voteExt.GasEstimates {
-				if estimate.Network == network {
-					networkEstimates = append(networkEstimates, estimate)
-				}
-			}
-		}
-
-		median, err := calculateMedian(networkEstimates)
-		if err != nil {
-			continue
-		}
-		gasEstimates = append(gasEstimates, median)
-	}
-
-	return gasEstimates, nil
-}
-
-func (h *ProposalHandler) verifyMedianGasEstimations(
-	injectedEstimates []oracletypes.GasEstimate,
-	generatedEstimates []oracletypes.GasEstimate,
-) error {
-	if len(injectedEstimates) != len(generatedEstimates) {
-		return oracletypes.ErrNonEqualInjVotesLen
-	}
-
-	for i := range injectedEstimates {
-		injectedEstimate := injectedEstimates[i]
-		generatedEstimate := generatedEstimates[i]
-
-		if injectedEstimate.Network != generatedEstimate.Network {
-			return oracletypes.ErrNonEqualInjVotesRates
-		}
-
-		if injectedEstimate.GasEstimation != generatedEstimate.GasEstimation {
-			return oracletypes.ErrNonEqualInjVotesRates
-		}
-	}
-
-	return nil
-}
diff --git a/x/oracle/abci/voteextension.go b/x/oracle/abci/voteextension.go
index e4da6a30..5f864cc2 100644
--- a/x/oracle/abci/voteextension.go
+++ b/x/oracle/abci/voteextension.go
@@ -7,7 +7,6 @@ import (
 	cometabci "github.com/cometbft/cometbft/abci/types"
 	sdk "github.com/cosmos/cosmos-sdk/types"
 
-	relayerClient "github.com/ojo-network/ojo-evm/relayer/relayer/client"
 	"github.com/ojo-network/ojo/x/oracle/keeper"
 	"github.com/ojo-network/ojo/x/oracle/types"
 	"github.com/ojo-network/price-feeder/oracle"
@@ -82,29 +81,9 @@ func (h *VoteExtensionHandler) ExtendVoteHandler() sdk.ExtendVoteHandler {
 			}
 		}
 
-		gasEstimates := []types.GasEstimate{}
-		estimateParams := h.oracleKeeper.GasEstimateKeeper.GetParams(ctx)
-		for _, contract := range estimateParams.ContractRegistry {
-			resp, err := relayerClient.EstimateGasFee(
-				contract.Network,
-				contract.Address,
-				estimateParams.GasLimit,
-				estimateParams.GasAdjustment,
-			)
-			if err != nil {
-				h.logger.Error("error estimating gas fee", "error", err)
-				continue
-			}
-			gasEstimates = append(gasEstimates, types.GasEstimate{
-				GasEstimation: resp.Int64(),
-				Network:       contract.Network,
-			})
-		}
-
 		voteExt := types.OracleVoteExtension{
 			Height:        req.Height,
 			ExchangeRates: filteredDecCoins,
-			GasEstimates:  gasEstimates,
 		}
 
 		bz, err := voteExt.Marshal()
diff --git a/x/oracle/keeper/keeper.go b/x/oracle/keeper/keeper.go
index 05a9fbc8..f9ef8f5f 100644
--- a/x/oracle/keeper/keeper.go
+++ b/x/oracle/keeper/keeper.go
@@ -25,11 +25,10 @@ type Keeper struct {
 	storeKey   storetypes.StoreKey
 	paramSpace paramstypes.Subspace
 
-	accountKeeper     types.AccountKeeper
-	bankKeeper        types.BankKeeper
-	distrKeeper       types.DistributionKeeper
-	StakingKeeper     types.StakingKeeper
-	GasEstimateKeeper types.GasEstimateKeeper
+	accountKeeper types.AccountKeeper
+	bankKeeper    types.BankKeeper
+	distrKeeper   types.DistributionKeeper
+	StakingKeeper types.StakingKeeper
 
 	PriceFeeder *pricefeeder.PriceFeeder
 
@@ -49,7 +48,6 @@ func NewKeeper(
 	bankKeeper types.BankKeeper,
 	distrKeeper types.DistributionKeeper,
 	stakingKeeper types.StakingKeeper,
-	gasEstimateKeeper types.GasEstimateKeeper,
 	distrName string,
 	telemetryEnabled bool,
 	authority string,
@@ -65,18 +63,17 @@ func NewKeeper(
 	}
 
 	return Keeper{
-		cdc:               cdc,
-		storeKey:          storeKey,
-		paramSpace:        paramspace,
-		accountKeeper:     accountKeeper,
-		bankKeeper:        bankKeeper,
-		distrKeeper:       distrKeeper,
-		StakingKeeper:     stakingKeeper,
-		GasEstimateKeeper: gasEstimateKeeper,
-		PriceFeeder:       &pricefeeder.PriceFeeder{},
-		distrName:         distrName,
-		telemetryEnabled:  telemetryEnabled,
-		authority:         authority,
+		cdc:              cdc,
+		storeKey:         storeKey,
+		paramSpace:       paramspace,
+		accountKeeper:    accountKeeper,
+		bankKeeper:       bankKeeper,
+		distrKeeper:      distrKeeper,
+		StakingKeeper:    stakingKeeper,
+		PriceFeeder:      &pricefeeder.PriceFeeder{},
+		distrName:        distrName,
+		telemetryEnabled: telemetryEnabled,
+		authority:        authority,
 	}
 }