Prompt

How do I investigate intermittent email delivery?

Technology / Api platforms1 observationLast seen Sep 23, 2026

Latest observation

Sep 23, 2026OpenAI APIWeb search: off

Investigating intermittent email delivery is mostly about figuring out where the failure happens: sender, your mail server, the recipient’s server, or a spam/filtering layer in between. Here’s a practical way to work it.

1) Define the problem clearly

Start by gathering:

  • Which messages are affected
    • All mail, or only specific recipients/domains?
    • Only attachments? Only certain subjects/content?
  • What “intermittent” means
    • Random delays?
    • Some messages never arrive?
    • Delivery varies by time of day?
  • Who is affected
    • One sender, many senders, one recipient, many recipients?
  • Time window
    • Exact timestamps for successful and failed attempts

2) Check whether the message actually left your system

Look for evidence that your mail system accepted and queued the message:

  • SMTP logs on the sending server
  • Mail transfer agent logs
  • Message trace / tracking tools in your mail platform
  • Outbound queue status

You want to answer:

  • Was the message submitted?
  • Was it accepted for delivery?
  • Was it handed off to the destination server?
  • Was there a bounce/NDR?

3) Inspect bounce messages and SMTP responses

If a message fails, the error often tells you why:

  • 4xx = temporary failure, usually retryable
  • 5xx = permanent failure

Common examples:

  • 421 / 451 / 452 → temporary issues, greylisting, rate limiting, overloaded server
  • 550 / 554 → blocked, spam policy, invalid recipient, reputation issues

If mail is delayed intermittently, look for:

  • Greylisting
  • Deferred due to reputation/rate limits
  • DNS lookup failures
  • Connection timeouts
  • TLS negotiation issues

4) Check mail flow path and filtering

Intermittent issues often happen in one of these layers:

  • Spam filtering / security gateway
  • Outbound relay
  • Recipient-side filtering/quarantine
  • Mailbox rules or client-side rules
  • Transport rules / routing

Verify whether messages:

  • Are being delivered to inbox
  • Are landing in spam/quarantine
  • Are being rejected at SMTP time
  • Are accepted but later removed or redirected

5) Compare successful vs failed messages

Look for patterns in:

  • Recipient domain
  • Recipient mailbox
  • Sender address/domain
  • Message size
  • Attachments
  • Links or keywords in content
  • Authentication results:
    • SPF
    • DKIM
    • DMARC

If failures correlate with certain content or recipients, that points to filtering or reputation issues.

6) Verify DNS and authentication

Bad or inconsistent DNS/auth often causes sporadic delivery problems:

  • SPF record valid and not too broad?
  • DKIM signing consistent?
  • DMARC policy aligned?
  • MX records correct?
  • Reverse DNS (PTR) set for outbound IP?
  • A/AAAA records resolving properly?
  • TLS certificate issues?

Intermittent DNS resolution problems can also cause time-based failures if resolvers or upstream DNS are unreliable.

7) Look for throttling or rate limits

Mail systems may temporarily defer mail if:

  • Too many messages are sent in a burst
  • Same recipient/domain is targeted repeatedly
  • The sending IP has a poor reputation
  • The recipient server enforces per-IP or per-domain limits

Signs:

  • Messages eventually deliver after retries
  • Logs show “deferred,” “temporarily rejected,” or “try again later”

8) Check queue health and server resources

On your mail server, intermittent delivery may come from resource issues:

  • Disk full or near full
  • High CPU
  • Memory pressure
  • Queue backlog
  • Stuck SMTP sessions
  • Antivirus or content filter timeouts

If mail delays happen during busy periods, resource constraints are a strong suspect.

9) Use message tracing and headers

If you have access to the recipient or can ask them, inspect:

  • Full email headers
  • Received chain
  • Authentication-Results
  • Spam/quarantine headers

Headers can show:

  • Which servers handled the message
  • Delays between hops
  • Whether SPF/DKIM/DMARC passed
  • Whether content filtering marked it as spam

10) Reproduce with controlled tests

Send test messages:

  • From the same sender account
  • To the same recipient/domain
  • With and without attachments
  • Plain text vs HTML
  • Small vs large message
  • Different subjects/content

This helps determine whether the issue is:

  • Content-related
  • Size-related
  • Recipient-specific
  • Time-dependent

11) Correlate with external factors

Check whether the problem aligns with:

  • Network outages
  • DNS incidents
  • Firewall changes
  • Mail server updates
  • Spam policy changes
  • IP reputation changes
  • Blacklist listings

12) If you’re on a hosted platform

Use the vendor’s tools:

  • Delivery reports
  • Message trace
  • Quarantine search
  • Admin audit logs
  • Service health dashboard

For Microsoft 365, Google Workspace, or similar, message trace is often the fastest way to see where mail went.


Practical troubleshooting checklist

  1. Get exact examples of affected messages.
  2. Check SMTP/message trace logs for those timestamps.
  3. Compare successful vs failed deliveries.
  4. Review bounce codes and defer responses.
  5. Verify SPF, DKIM, DMARC, MX, and PTR.
  6. Check queues, server health, and rate limits.
  7. Review spam/quarantine/filtering logs.
  8. Test with controlled messages.
  9. Escalate with logs and message IDs if using a provider.

If you want, I can also give you:

  • a step-by-step checklist for Microsoft 365 / Exchange
  • a Postfix/Exim investigation guide
  • or a template for collecting evidence from users and logs

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