diff --git a/src/handlers/gasPriceManager.ts b/src/handlers/gasPriceManager.ts
index d5964ea8..00cdb66c 100644
--- a/src/handlers/gasPriceManager.ts
+++ b/src/handlers/gasPriceManager.ts
@@ -6,7 +6,7 @@ import {
 } from "@alto/types"
 import { maxBigInt, minBigInt, type Logger } from "@alto/utils"
 import * as sentry from "@sentry/node"
-import { parseGwei, type Chain, type PublicClient } from "viem"
+import { parseGwei, type Chain, type PublicClient, maxUint128 } from "viem"
 import {
     celo,
     celoAlfajores,
@@ -36,6 +36,77 @@ function getGasStationUrl(chainId: ChainId.Polygon | ChainId.Mumbai): string {
     }
 }
 
+class ArbitrumManager {
+    private queueL1BaseFee: { timestamp: number; baseFee: bigint }[]
+    private queueL2BaseFee: { timestamp: number; baseFee: bigint }[]
+
+    private maxQueueSize
+    private queueValidity = 15_000
+
+    constructor(maxQueueSize: number) {
+        this.maxQueueSize = maxQueueSize
+        this.queueL1BaseFee = []
+        this.queueL2BaseFee = []
+    }
+
+    public saveL1BaseFee(baseFee: bigint) {
+        const queue = this.queueL1BaseFee
+        const last = queue.length > 0 ? queue[queue.length - 1] : null
+        const timestamp = Date.now()
+
+        if (!last || timestamp - last.timestamp >= this.queueValidity) {
+            if (queue.length >= this.maxQueueSize) {
+                queue.shift()
+            }
+            queue.push({ baseFee, timestamp })
+        } else if (baseFee < last.baseFee) {
+            last.baseFee = baseFee
+            last.timestamp = timestamp
+        }
+    }
+
+    public saveL2BaseFee(baseFee: bigint) {
+        const queue = this.queueL2BaseFee
+        const last = queue.length > 0 ? queue[queue.length - 1] : null
+        const timestamp = Date.now()
+
+        if (!last || timestamp - last.timestamp >= this.queueValidity) {
+            if (queue.length >= this.maxQueueSize) {
+                queue.shift()
+            }
+            queue.push({ baseFee, timestamp })
+        } else if (baseFee < last.baseFee) {
+            last.baseFee = baseFee
+            last.timestamp = timestamp
+        }
+    }
+
+    public async getMinL1BaseFee() {
+        const queue = this.queueL1BaseFee
+
+        if (queue.length === 0) {
+            return 1n
+        }
+        return queue.reduce(
+            (acc: bigint, cur) => minBigInt(cur.baseFee, acc),
+            queue[0].baseFee
+        )
+    }
+
+    public async getMaxL2BaseFee() {
+        const queue = this.queueL2BaseFee
+
+        if (queue.length === 0) {
+            return maxUint128
+        }
+
+        return queue.reduce(
+            (acc: bigint, cur) => maxBigInt(cur.baseFee, acc),
+            queue[0].baseFee
+        )
+    }
+}
+
 export class GasPriceManager {
     private chain: Chain
     private publicClient: PublicClient
@@ -53,6 +124,7 @@ export class GasPriceManager {
     private gasBumpMultiplier: bigint
     private gasPriceRefreshIntervalInSeconds: number
     private chainType: ChainType
+    public arbitrumManager: ArbitrumManager
 
     constructor(
         chain: Chain,
@@ -83,6 +155,8 @@ export class GasPriceManager {
                 this.updateGasPrice()
             }, this.gasPriceRefreshIntervalInSeconds * 1000)
         }
+
+        this.arbitrumManager = new ArbitrumManager(this.maxQueueSize)
     }
 
     public init() {
diff --git a/src/utils/validation.ts b/src/utils/validation.ts
index 1c8c6a76..b36cdccc 100644
--- a/src/utils/validation.ts
+++ b/src/utils/validation.ts
@@ -331,7 +331,9 @@ export async function calcPreVerificationGas(
             publicClient,
             userOperation,
             entryPoint,
-            preVerificationGas
+            preVerificationGas,
+            gasPriceManager,
+            validate
         )
     }
 
@@ -583,7 +585,9 @@ export async function calcArbitrumPreVerificationGas(
     publicClient: PublicClient<Transport, Chain | undefined>,
     op: UserOperation,
     entryPoint: Address,
-    staticFee: bigint
+    staticFee: bigint,
+    gasPriceManager: GasPriceManager,
+    validate: boolean
 ) {
     let selector: Hex
     let paramData: Hex
@@ -649,7 +653,24 @@ export async function calcArbitrumPreVerificationGas(
         serializedTx
     ])
 
-    return result[0] + staticFee
+    let [gasForL1, l2BaseFee, l1BaseFeeEstimate] = result
+
+    gasPriceManager.arbitrumManager.saveL1BaseFee(l1BaseFeeEstimate)
+    gasPriceManager.arbitrumManager.saveL2BaseFee(l2BaseFee)
+
+    if (validate) {
+        // gasEstimateL1Component source: https://github.com/OffchainLabs/nitro/blob/5cd7d6913eb6b4dedb08f6ea49d7f9802d2cc5b9/execution/nodeInterface/NodeInterface.go#L515-L551
+        const feesForL1 = (gasForL1 * l2BaseFee) / l1BaseFeeEstimate
+
+        const minL1BaseFeeEstimate =
+            await gasPriceManager.arbitrumManager.getMinL1BaseFee()
+        const maxL2BaseFee =
+            await gasPriceManager.arbitrumManager.getMaxL2BaseFee()
+
+        gasForL1 = (feesForL1 * minL1BaseFeeEstimate) / maxL2BaseFee
+    }
+
+    return staticFee + gasForL1
 }
 
 export function parseViemError(err: unknown) {