diff --git a/util/dailyS3Scheduler.ts b/util/dailyS3Scheduler.ts
index 33fbe20..184bc64 100644
--- a/util/dailyS3Scheduler.ts
+++ b/util/dailyS3Scheduler.ts
@@ -65,6 +65,13 @@ export class DailyS3Scheduler {
             if (job.name === "daily-s3-sync") {
               await this.performDailySync();
             } else if (job.name === "daily-analytics") {
+              // Add random delay of 0-90 minutes to prevent API flooding
+              const randomDelayMinutes = Math.floor(Math.random() * 91); // 0-90 minutes
+              const randomDelayMs = randomDelayMinutes * 60 * 1000;
+              
+              logger.info(`[Scheduler] Analytics job will execute in ${randomDelayMinutes} minutes (${new Date(Date.now() + randomDelayMs).toISOString()})`);
+              
+              await new Promise(resolve => setTimeout(resolve, randomDelayMs));
               await this.triggerJobAnalysis();
             }
           } catch (error) {
@@ -114,7 +121,7 @@ export class DailyS3Scheduler {
         {},
         {
           repeat: {
-            pattern: "21 * * * *", //9PM
+            pattern: "0 21 * * *", //9PM
             tz: "America/Los_Angeles"
           },
           jobId: "daily-analytics"
@@ -209,7 +216,7 @@ export class DailyS3Scheduler {
     logger.info("Triggering jobs directory analysis...");
     try {
       const analysis = await analyzeJobsDirectory();
-      logger.info("Jobs directory analysis completed:", analysis);
+      logger.info("Jobs directory analysis completed");
     } catch (error) {
       logger.error("Jobs directory analysis failed:", error);