diff --git a/src/indexer/indexerFillupBlocks.ts b/src/indexer/indexerFillupBlocks.ts
index 455e254..c524875 100644
--- a/src/indexer/indexerFillupBlocks.ts
+++ b/src/indexer/indexerFillupBlocks.ts
@@ -277,7 +277,7 @@ export const FillUpBlocks = async () => {
 
     } catch (error) {
         logger.error('fillUp error:', error);
-        throw error; // Let the BackoffRetry handle the retry
+        throw error;
     }
 };
 
diff --git a/src/restRpc/ext/CoinGeko/CoinGekoCache.ts b/src/restRpc/ext/CoinGeko/CoinGekoCache.ts
index 10fcdec..81364f3 100644
--- a/src/restRpc/ext/CoinGeko/CoinGekoCache.ts
+++ b/src/restRpc/ext/CoinGeko/CoinGekoCache.ts
@@ -59,15 +59,7 @@ class CoinGekoCacheClass {
 
         for (let attempt = 1; attempt <= MAX_RETRIES; attempt++) {
             try {
-                const data = await FetchRestData<CoinGeckoRateResponse>(
-                    url,
-                    {},
-                    false,
-                    3,  // retries 
-                    2,  // backoff
-                    1200, // timeout
-                    5000  // delay
-                );
+                const data = await FetchRestData<CoinGeckoRateResponse>(url);
                 return data; // Return the fetched data if successful
             } catch (error: unknown) {
                 const errorMessage = (error instanceof Error) ? error.message : 'Unknown error';
diff --git a/src/restRpc/fetch.ts b/src/restRpc/fetch.ts
index fcc5d0b..ea72fd9 100644
--- a/src/restRpc/fetch.ts
+++ b/src/restRpc/fetch.ts
@@ -1,98 +1,75 @@
 import { logger } from "@jsinfo/utils/logger";
-import { BackoffRetry } from "@jsinfo/utils/retry";
+import axios, { AxiosRequestConfig } from "axios";
 
 const activeFetches: Record<string, Promise<any>> = {};
-const RATE_LIMIT_DELAY = 60000; // 1 minute in milliseconds
-const rateDelayCache = new Map<string, number>();
 
-export async function FetchRestData<T>(
+const HTTP_RETRY_CODES = {
+    429: { delay: 60000, message: 'Rate Limited' },
+    500: { delay: 5000, message: 'Internal Server Error' },
+    502: { delay: 5000, message: 'Bad Gateway' },
+    503: { delay: 5000, message: 'Service Unavailable' },
+    504: { delay: 5000, message: 'Gateway Timeout' }
+};
+
+async function doFetch<T>(
     url: string,
-    options: RequestInit = {},
-    skipBackoff: boolean = false,
-    retries: number = 8,
-    factor: number = 2,
-    minTimeout: number = 1000,
-    maxTimeout: number = 5000
+    options: AxiosRequestConfig = {},
+    maxRetries: number = 8,
+    retryDelay: number = 500,
+    timeout: number = 30000
 ): Promise<T> {
-    // Check if we need to wait due to previous rate limit
-    const lastRateLimit = rateDelayCache.get(url);
-    if (lastRateLimit) {
-        const timeToWait = lastRateLimit - Date.now();
-        if (timeToWait > 0) {
-            logger.info(`Rate limit cooling down for URL: ${url}, waiting ${timeToWait}ms`);
-            await new Promise(resolve => setTimeout(resolve, timeToWait));
-        }
-        rateDelayCache.delete(url);
-    }
-
-    if (url in activeFetches) {
-        return activeFetches[url] as Promise<T>;
-    }
+    let attempt = 0;
 
-    const fetchFunc = async () => {
+    while (attempt < maxRetries) {
         try {
-            const maxRetries = 3; // Define the maximum number of retries
-            let attempt = 0; // Initialize the attempt counter
-
-            while (attempt < maxRetries) {
-                try {
-                    const lastRateLimit = rateDelayCache.get(url);
-                    if (lastRateLimit) {
-                        const timeToWait = lastRateLimit - Date.now();
-                        if (timeToWait > 0) {
-                            logger.info(`Rate limit cooling down for URL: ${url}, waiting ${timeToWait}ms`);
-                            await new Promise(resolve => setTimeout(resolve, timeToWait));
-                        }
-                        rateDelayCache.delete(url);
-                    }
-
-                    const response = await fetch(url, options);
-
-                    // Handle rate limit (429) specifically
-                    if (response.status === 429) {
-                        logger.warn(`Rate limit hit for ${url}, waiting 60 seconds before retry`);
-                        rateDelayCache.set(url, Date.now() + RATE_LIMIT_DELAY);
-                        await new Promise(resolve => setTimeout(resolve, RATE_LIMIT_DELAY));
-                        attempt++; // Increment the attempt counter
-                        logger.info(`Retrying fetch for ${url} (Attempt ${attempt})...`);
-                        continue; // Retry the fetch
-                    }
-
-                    // Check for other response errors
-                    if (!response.ok) {
-                        throw new Error(`HTTP error! status: ${response.status}`);
-                    }
+            const response = await axios({
+                url,
+                timeout,
+                validateStatus: null,
+                ...options
+            });
 
-                    return await response.json() as T; // Return the JSON response if successful
-                } catch (error) {
-                    logger.error(`Error fetching data from ${url}:`, error);
-                    if (attempt === maxRetries - 1) {
-                        throw error; // Rethrow the error if max retries reached
-                    }
-                    attempt++; // Increment the attempt counter
-                    logger.info(`Retrying fetch for ${url} (Attempt ${attempt})...`);
-                    await new Promise(resolve => setTimeout(resolve, 1000)); // Wait before retrying
+            if (response.status !== 200) {
+                const retryConfig = HTTP_RETRY_CODES[response.status];
+                if (retryConfig) {
+                    logger.warn(`${retryConfig.message} (${response.status}) for ${url}, waiting ${retryConfig.delay / 1000}s before retry`);
+                    await new Promise(resolve => setTimeout(resolve, retryConfig.delay));
+                    attempt++;
+                    logger.info(`Retrying fetch for ${url} (Attempt ${attempt}/${maxRetries})...`);
+                    continue;
                 }
+
+                throw new Error(`HTTP ${response.status} for ${url}\nResponse: ${JSON.stringify(response.data).slice(0, 200)}`);
             }
-        } finally {
-            delete activeFetches[url];
-        }
-    };
 
-    // Check for rate limit before making request
-    const lastRateLimit2 = rateDelayCache.get(url);
-    if (lastRateLimit2) {
-        const timeToWait = lastRateLimit2 + RATE_LIMIT_DELAY - Date.now();
-        if (timeToWait > 0) {
-            logger.info(`Rate limit cooling down for URL: ${url}, waiting ${timeToWait}ms`);
-            await new Promise(resolve => setTimeout(resolve, timeToWait));
-            rateDelayCache.delete(url);
+            return response.data;
+        } catch (error) {
+            if (attempt === maxRetries - 1) throw error;
+            attempt++;
+            logger.error(`Error fetching data from ${url}:`, axios.isAxiosError(error) ? error.message : error);
+            await new Promise(resolve => setTimeout(resolve, retryDelay));
         }
     }
+    throw new Error(`Max retries (${maxRetries}) exceeded for ${url}`);
+}
+
+export async function FetchRestData<T>(
+    url: string,
+    options: AxiosRequestConfig = {},
+    maxRetries?: number,
+    retryDelay?: number,
+    timeout?: number
+): Promise<T> {
+    if (url in activeFetches) {
+        return activeFetches[url] as Promise<T>;
+    }
 
-    const promise = skipBackoff ?
-        fetchFunc() :
-        BackoffRetry(`FetchRestData: ${url}`, fetchFunc, retries, factor, minTimeout, maxTimeout);
+    const promise = doFetch<T>(url, options, maxRetries, retryDelay, timeout);
     activeFetches[url] = promise;
-    return await promise as T;
+
+    try {
+        return await promise;
+    } finally {
+        delete activeFetches[url];
+    }
 }
diff --git a/src/restRpc/lavaRpc.ts b/src/restRpc/lavaRpc.ts
index d861cdc..ca44e39 100644
--- a/src/restRpc/lavaRpc.ts
+++ b/src/restRpc/lavaRpc.ts
@@ -9,11 +9,11 @@ const LavaRPCBaseUrl = (() => {
     return url;
 })();
 
-export async function QueryLavaRPC<T>(path: string, skipBackoff: boolean = false): Promise<T> {
+export async function QueryLavaRPC<T>(path: string): Promise<T> {
     if (LavaRPCBaseUrl.endsWith('/') && path.startsWith('/')) {
         path = path.slice(1);
     }
     const url = `${LavaRPCBaseUrl}${path}`;
-    return FetchRestData<T>(url, {}, skipBackoff);
+    return FetchRestData<T>(url);
 }
 
diff --git a/src/utils/retry.ts b/src/utils/retry.ts
deleted file mode 100644
index 0c7fded..0000000
--- a/src/utils/retry.ts
+++ /dev/null
@@ -1,44 +0,0 @@
-import retry from 'async-retry';
-import util from 'util';
-import { logger } from './logger';
-import { TruncateError } from './fmt';
-
-// Define the BackoffRetry function
-export const BackoffRetry = async <T>(
-    title: string,
-    fn: () => Promise<T>,
-    retries: number = 8,
-    factor: number = 2,
-    minTimeout: number = 1000,
-    maxTimeout: number = 5000
-): Promise<T> => {
-    return await retry(fn,
-        {
-            retries: retries, // The maximum amount of times to retry the operation
-            factor: factor,  // The exponential factor to use
-            minTimeout: minTimeout, // The number of milliseconds before starting the first retry
-            maxTimeout: maxTimeout, // The maximum number of milliseconds between two retries
-            randomize: true, // Randomizes the timeouts by multiplying with a factor between 1 to 2
-            onRetry: (error: any, attempt: any) => {
-                if (!(error instanceof Error) || !error.message.includes('429')) {
-                    logger.error(
-                        `[${title}] Attempt ${attempt}/${retries} failed: ${error instanceof Error ? error.message : String(error)}`
-                    );
-                    throw error;
-                }
-                let errorMessage = `[Backoff Retry] Function: ${title}\n`;
-                try {
-                    errorMessage += `Attempt number: ${attempt} has failed.\n`;
-                    if (error instanceof Error) {
-                        errorMessage += `An error occurred during the execution of ${title}: ${TruncateError(error.message)}\n`;
-                        errorMessage += `Stack trace for the error in ${title}: ${TruncateError(error.stack)}\n`;
-                        errorMessage += `Full error object: ${TruncateError(util.inspect(error, { showHidden: true, depth: null }))}\n`;
-                    } else {
-                        errorMessage += `An unknown error occurred during the execution of ${title}: ${TruncateError(String(error))}\n`;
-                    }
-                } catch (e) { }
-                logger.error(errorMessage);
-            }
-        }
-    );
-};