AI Agent Data Retention 2026

Agent conversation logs taking up 10GB of hard drive space? Six months of history stored, never once looked at by anyone? Data retention policies determine what to keep, how long to keep it, and when to delete it.

💡 What You Will Learn

Agent conversation logs taking up 10GB of hard drive space? Six months of history stored, never once looked at by anyone? Data retention policies determine what to keep, how long to keep it, and when

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import time

def cleanup_old_data():
    cutoff = time.time() - 30 * 86400  # 30
    delete_old_conversations(cutoff)
    delete_old_logs(cutoff)

Summary

import time, shutil
from datetime import datetime, timedelta

def cleanup_agent_data():
    now = datetime.utcnow()

    # 30Conversation
    cutoff_conv = now - timedelta(days=30)
    delete_old_conversations(cutoff_conv)

    # 7Logging
    cutoff_logs = now - timedelta(days=7)
    delete_old_request_logs(cutoff_logs)

    # 90Logging
    cutoff_audit = now - timedelta(days=90)
    archive_old_audit_logs(cutoff_audit)

# 3
schedule.every().day.at("03:00").do(cleanup_agent_data)