---
title: "Detect Unexpected SPF Include Changes Before They Break Email Delivery | AutoSPF"
description: "Detect unexpected SPF include changes early to prevent email authentication failures, protect sender reputation, and maintain reliable email deliverability."
image: "https://autospf.com/og/blog/detect-unexpected-spf-include-changes-email-failures.png"
canonical: "https://autospf.com/blog/detect-unexpected-spf-include-changes-email-failures/"
---

Quick Answer

To detect unexpected SPF include changes, recursively expand the record through every include and redirect, then re-check it on a schedule tied to the lowest TTL. Store each snapshot in Git or object storage and diff them to alert on added or removed includes, changed redirect targets, shifts in authorized IP space, and lookup counts nearing the 10-lookup limit.

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![Detect Unexpected SPF](https://media.mailhop.org/autospf/sender-policy-framework-office-365-5522-1793960754157.jpg) 

Unexpected changes to SPF include records can affect email authentication and delivery without warning. When an email service provider updates its sending IP addresses, modifies a **nested SPF include**, or introduces [DNS resolution](https://www.datadoghq.com/knowledge-center/dns-resolution/) problems, your domain’s SPF configuration may no longer work as expected.

_Monitoring SPF include changes helps identify these issues before they affect legitimate email traffic_. Regularly reviewing DNS records, tracking authorized sending sources, checking [SPF lookup](https://autospf.com/blog/what-is-an-spf-lookup-and-why-it-matters/) consumption, and validating record changes can help organizations maintain reliable email authentication.

In this guide, you’ll learn how to monitor SPF include changes, identify unexpected DNS updates, investigate potential [SPF failures](https://autospf.com/blog/what-causes-dkim-spf-failures-and-how-to-recognize/), and validate configuration changes. We’ll also explore how automated SPF monitoring solutions, such as AutoSPF, can help simplify SPF record management and reduce email authentication risks.

## Continuous Monitoring and Risk-Scored Alerting for SPF Includes

_A strong detection strategy starts with recursive SPF expansion and diffing, layered with thresholds and notification policies that highlight meaningful changes while suppressing noise_.

### Automated DNS Monitoring Strategies

- Recursive expansion with caching:  
   - Follow all include: and redirect= modifiers, resolve nested includes, and compute the effective set of mechanisms and authorized [IP blocks](https://interlir.com/2024/09/27/what-are-ip-blocks-and-how-do-they-work/).  
   - Track the [DNS lookup](https://www.ibm.com/think/topics/dns-lookup) count consumed by include, a, mx, ptr, exists, and redirect (limit: 10).  
   - Maintain a visited set to avoid loops and mark potential infinite recursion.
- Normalize and hash:  
   - Normalize to a canonical model: ordered mechanisms, deduplicated IPs/CIDRs, flattened includes (logical expansion), and a count of lookups per branch.  
   - Compute content hashes to minimize duplicate alerts.
- TTL-aware scheduling:  
   - Schedule rechecks based on the lowest TTL in the dependency graph (e.g., if a nested include has TTL 300, poll at 5 to 10 minutes).
- Health-aware resolvers:  
   - Query through multiple resolvers, **retry on timeouts** (with jitter), and detect [SERVFAIL](https://www.cloudns.net/blog/servfail-explained-how-it-affects-your-internet-experience/)/FORMERR patterns that imply upstream issues.

### Example: Python recursive SPF expander (dnspython)

```
import dns.resolver, dns.exception, ipaddress, json, time

resolver = dns.resolver.Resolver()
resolver.lifetime = 3.0
resolver.timeout = 2.0

def txt_records(name):
    try:
        return [b"".join(r.strings).decode() for r in resolver.resolve(name, "TXT")]
    except Exception:
        return []

def parse_spf(spf_txt):
    if not spf_txt.lower().startswith("v=spf1"):
        return None
    return spf_txt.split()[1:]  # tokens after v=spf1

def expand_spf(name, visited=None, lookups=0):
    if visited is None: visited=set()
    if name in visited: return {"loops":[name]}, lookups
    visited.add(name)

    spfs = [t for t in txt_records(name) if t.lower().startswith("v=spf1")]
    if not spfs: return {"errors":[f"No SPF at {name}"]}, lookups

    # Choose first SPF (avoid multiple-variant conflicts)
    mech = parse_spf(spfs[0]) or []
    result = {"name":name, "mech":[], "ip4":[], "ip6":[], "includes":[], "redirect":None, "errors":[], "loops":[]}
    for token in mech:
        if token.startswith("include:"):
            target = token.split(":",1)[1]
            lookups += 1
            sub, lookups = expand_spf(target, visited, lookups)
            result["includes"].append(sub)
        elif token.startswith("redirect="):
            target = token.split("=",1)[1]
            lookups += 1
            sub, lookups = expand_spf(target, visited, lookups)
            result["redirect"] = sub
        elif token.startswith("a") or token.startswith("mx") or token.startswith("exists:") or token.startswith("ptr"):
            # These cause lookups; for brevity we don't resolve A/MX here
            lookups += 1
            result["mech"].append(token)
        elif token.startswith("ip4:"):
            result["ip4"].append(token.split(":",1)[1])
        elif token.startswith("ip6:"):
            result["ip6"].append(token.split(":",1)[1])
        else:
            result["mech"].append(token)
    result["lookup_count"]=lookups
    return result, lookups

def flatten_ips(tree):
    ips=set()
    if "ip4" in tree: ips.update(tree["ip4"])
    if "ip6" in tree: ips.update(tree["ip6"])
    for inc in tree.get("includes", []):
        ips.update(flatten_ips(inc))
    if tree.get("redirect"): ips.update(flatten_ips(tree["redirect"]))
    return ips

domain = "_spf.example.com"  # or your apex if SPF is at example.com
tree, lookups = expand_spf(domain)
ips = sorted(flatten_ips(tree))
snapshot = {"domain": domain, "lookup_count": lookups, "ips": ips, "tree": tree, "ts": int(time.time())}
print(json.dumps(snapshot, indent=2))
```

- Store the JSON output (e.g., in S3 or Git) and diff snapshots to detect:  
   - New/removed includes  
   - Net changes in authorized IP space  
   - Lookup count creeping toward 10  
   - Redirect changes

![How To Create Spf Record 2210](https://media.mailhop.org/autospf/how-to-create-spf-record-2210-1793960798538.jpg)

### Alerting Thresholds, Deduplication, and Channels

- Thresholds that matter:  
   - **Critical**: lookup\_count >= 9; redirect target changed; include add/remove that changes IPs by >5% of total; removal of any include with transactional senders.  
   - **Warning**: new include added; IP set change <5%; TTL reduced <300s; repeated **timeouts on a vendor include**.
- Deduplication:  
   - Group by change fingerprint (hash of normalized expanded set) and suppress repeats for N hours.  
   - Vendor-aware suppression for known churners (e.g., daily IP rotations) with allowlisted ranges.
- Notification channels:  
   - Team chat for warnings; your on-call paging tool for criticals; email or webhooks for the audit trail; your ticketing system for follow-up.
- Escalation policy:  
   - Auto-page if lookup\_count hits 10 on any production domain, or if net-removed IPs include primary MTA ranges.

## Track, Store, and Visualize SPF History for Audits

A durable history of SPF and its includes is invaluable for audits, RCA, and troubleshooting intermittent failures.

### Versioning and Storage Patterns

- Git-based history:  
   - Commit JSON snapshots per **domain to a repo path** (e.g., dns/spf/example.com.json) with a bot user. Each commit forms an immutable audit trail.
- Object storage:  
   - Bucket per environment; object key by domain and timestamp; lifecycle policies keep 180 to 365 days.
- Metadata:  
   - Store the expanded tree, IPs, lookup count, includes, redirect, TTLs of each dependency, and the resolvers used.

## Validate Effective SPF in Real Time and Pre-Deployment

_Validation prevents outages by ensuring SPF still authorizes senders and remains within limits before and after changes_.

### Real-Time Validation and Health Checks

- Resolver diversity checks:  
   - Expand SPF via multiple resolvers (public + corporate) to detect inconsistent views or EDNS truncation.
- Live evaluation:  
   - Compare expanded IP list to actively sending IPs (from MTA logs) to ensure coverage.
- Lookup headroom guardrails:  
   - Alert if lookup\_count >= 8; auto-create a **ticket to plan flattening** or consolidation.

How AutoSPF helps: AutoSPF resolves every include in your record down to its IP addresses and rescans those includes about every 15 minutes, so the flattened record it serves picks up provider IP changes without you re-running an expansion by hand. Comparing that authorized set against your own MTA logs is a check you run on your side.

![Spf Checker 4112](https://media.mailhop.org/autospf/spf-checker-4112-1793960821676.jpg)

### Pre-Deployment Tests and Linting

- SPF linting rules:  
   - Single SPF record, no multiple v=spf1; no ptr; exists only with clear justification; no redundant mechanisms; total mechanisms manageable.
- 10-lookup simulation:  
   - Expand includes and simulate A/MX/exist lookups to estimate worst-case consumption.
- Safety checks:  
   - Block merges if lookup\_count would exceed thresholds, or if an include introduces **overlapping or conflicting redirects**.

If your DNS zone lives in version control, a script like the expander above can run as a pre-merge check: fail the change when the projected lookup count reaches your threshold (9 is a sensible ceiling), when more than one v=spf1 record would be published, or when a ptr mechanism appears. This is plain scripting against your own repository; no vendor tooling is required.

How AutoSPF helps: [AutoSPF](https://autospf.com/) does not run inside your CI pipeline. What it changes is the input to these checks. Once a domain is on AutoSPF, the record you publish is a single managed include that resolves to a flattened IP list, so the lookup count stops being something each DNS change can push over the limit. For a quick manual check of any published record, the free [SPF checker](https://autospf.com/tools/spf-checker/) reports the lookup count and the expanded mechanisms.

### Pre-Change Dry Runs

- Staging zone tests:  
   - Publish candidate SPF under \_spf-candidate.example.com; run complete expansion and deliverability simulations without touching production.
- Shadow evaluation:  
   - Temporarily configure a non-routable envelope-from subdomain to test SPF passes at major receivers.

How AutoSPF helps: You can point the free [SPF checker](https://autospf.com/tools/spf-checker/) at a staging label such as \_spf-candidate.example.com to see the lookup count and expanded mechanisms before the record goes live. Receiver-side pass/fail results still come from your own test sends.

![Spf Record Office 365 1000](https://media.mailhop.org/autospf/spf-record-office-365-1000-1793960841805.jpg)

## Mitigations, Failure Modes, and Incident Response

_Some problems require design choices (flattening, pinning, delegation), while others demand fast containment when they surface_.

### Mitigations: Pros, Cons, and Implementation

- SPF flattening  
   - **Pros**: Fewer DNS lookups; immunity to upstream timeouts; deterministic authorization.  
   - **Cons**: Staleness risk; larger [TXT records](https://www.digicert.com/faq/dns/what-is-a-txt-record); needs automation to refresh.  
   - **Implementation**: Generate [ip4/ip6](https://aws.amazon.com/compare/the-difference-between-ipv4-and-ipv6/) lists by expanding vendor includes; republish on schedule (e.g., every 6 to 12 hours) with change-safe windows.  
   - **AutoSPF**: This is the service’s core job. It flattens your includes to IP addresses, de-duplicates overlapping netblocks, rescans provider includes about every 15 minutes, and serves the result through its own DNS (Cloudflare, 99.99% uptime SLA), so the staleness problem is handled for you.
- Include pinning  
   - **Pros**: Stability when vendors offer versioned or tenant-scoped includes.  
   - **Cons**: Risk of missing vendor emergency IPs unless coordinated.
- Subdomain delegation and dedicated sending subdomains  
   - **Pros**: Blast-radius reduction; clearer ownership; easier canaries.  
   - **Cons**: Requires envelope-from alignment planning for DMARC.  
   - **AutoSPF**: Supports top-level domains and subdomains alike, so a dedicated sending subdomain can be flattened and managed the same way as the apex, and a valid SPF record keeps the SPF side of DMARC alignment intact.

### Detect and Handle Common Failure Modes

- Nested include expansion and loops:  
   - **Detection**: Track visited nodes; depth caps; loop markers.  
   - **Mitigation**: Flatten or vendor escalation.
- DNS timeouts and SERVFAIL:  
   - **Detection**: Multi-resolver retries; record per-branch latency.  
   - **Mitigation**: Switch to flattened profile; increase caching; vendor ticket.
- CNAME chains at SPF host:  
   - **Detection**: Query conflicts (TXT absent, CNAME present).  
   - **Mitigation**: Eliminate [CNAME](https://www.ibm.com/think/topics/cname) at SPF label; publish TXT directly.
- Record size limits:  
   - **Detection**: String >255 chars or **excessive total size leading** to truncation/TC.  
   - **Mitigation**: Split strings correctly; reduce mechanisms; flatten; or leverage subdomain SPF with redirect.
- Lookup overflows (>10):  
   - **Detection**: Preflight count; production alarms at >=9.  
   - **Mitigation**: Consolidate includes; remove a/mx; switch to flattening.

How AutoSPF helps: _Several of these failure modes (nested-include loops, upstream DNS timeouts, lookup overflow) are consequences of receivers walking a chain of vendor includes at mail-receipt time_. With AutoSPF, your published record is a single managed include that resolves to a flattened IP list, so receivers are not traversing your vendors’ include trees, and the lookup count stays low regardless of what those vendors change upstream. Record-size and CNAME problems at your own SPF label are still yours to fix.

### Incident Response Playbook

- Detection  
   - **Triggers**: lookup\_count >= 10; sudden drop in SPF pass rate; vendor include SERVFAIL; critical diff in authorized IPs.
- Containment/Rollback  
   - **Options**: Revert to last-known-good SPF snapshot (this is why the Git history above matters); enable a flattened emergency record; temporarily relax DMARC (quarantine to none) if DKIM alignment is solid.
- Temporary Overrides  
   - Add explicit ip4/ip6 for critical MTAs; remove expensive mechanisms (a/mx/exists); raise TTL for stability.
- Communications  
   - Notify stakeholders (Email, Marketing Ops, Security, Support); vendor escalation; status page update.
- Post-incident RCA  
   - Analyze dependency that changed, detection latency, **gaps in alert policy**, and process improvements.

Original case study (hypothetical): _A fintech delegated marketing sends to mkt.example.com with two vendor includes_. A vendor rotated to nested includes overnight, pushing lookups from 8 to 11, and SPF for the subdomain started returning PermError. The team’s snapshot diff flagged the new includes at the next scheduled run, and they contained the problem by publishing a flattened record for mkt.example.com. **The postmortem led to two changes**: asking the vendor for a versioned include, and moving the subdomain onto a managed flattened record so the next vendor rotation would not change the published lookup count at all.

### Quick Reference: What to Monitor vs. What AutoSPF Handles

- **Monitor**: Added/removed includes; redirect changes; lookup counts; IP set deltas; resolver errors; TTL shifts.
- **AutoSPF**: Automatic flattening of every include to IP addresses; rescans of provider includes about every 15 minutes; netblock de-duplication; a single managed include that holds the lookup count down; DNS served through Cloudflare with a 99.99% uptime SLA; audit logs and reports on Enterprise plans.

![Multiple Spf Records 6363](https://media.mailhop.org/autospf/multiple-spf-records-6363-1793960869357.jpg)

## FAQs

### How often should you monitor SPF include changes?

**SPF include records** should be monitored regularly because third-party email providers can update their [DNS configurations](https://phoenixnap.com/kb/dns-configuration) without changing your main SPF record. _Automated monitoring can help identify changes as they occur and reduce the need for manual checks_.

### Can a third-party SPF update cause an SPF PermError?

Yes. A third-party update can introduce problems such as exceeding the 10-DNS-lookup limit, creating recursive dependencies, or publishing an invalid SPF configuration. These issues can cause SPF evaluation to return PermError.

### What should you do when an SPF include domain stops resolving?

_First, verify whether the DNS issue is temporary or persistent_. Check the provider’s official SPF documentation, confirm the correct include domain, and investigate DNS responses. Correct the SPF configuration only after confirming the appropriate replacement.

### What counts toward the 10 DNS lookup limit in SPF?

The SPF DNS lookup limit applies to the include, a, mx, ptr, exists, and redirect mechanisms or modifiers. The total limit is 10 during a **single SPF evaluation**. Mechanisms such as ip4 and ip6 do not consume this DNS lookup allowance.

### Does SPF flattening prevent unexpected include changes?

SPF flattening replaces include-based authorization with IP address mechanisms. It can reduce DNS lookup consumption, but it also creates a maintenance requirement because IP address changes made by email providers must be reflected in the flattened record.

## Conclusion: Make SPF Changes Safe-by-Design with AutoSPF

Unexpected SPF include changes can affect [email authentication](https://autospf.com/blog/safe-email-marketing-8-email-authentication-best-practices/), DNS lookup consumption, and legitimate email delivery. Regular monitoring, historical record comparisons, DNS validation, and **timely investigation** help organizations identify these problems before they become larger disruptions.

By monitoring third-party SPF dependencies and reviewing changes before updating [DNS records](https://www.ibm.com/think/topics/dns-records), administrators can maintain more reliable email authentication configurations. _AutoSPF supports this process by flattening your includes automatically, rescanning them about every 15 minutes, and serving the resulting record from its own DNS, which removes most of the manual expansion and diffing described above and keeps the published lookup count stable when vendors change their includes_.

## Topics

[ SPF ](/tags/spf/)[ SPF record ](/tags/spf-record/)[ SPF monitoring ](/tags/spf-monitoring/)[ DNS ](/tags/dns/)[ email deliverability ](/tags/email-deliverability/) 

![Brad Slavin](https://media.mailhop.org/autospf/images/authors/brad-slavin.jpg) 

[ Brad Slavin ](/authors/brad-slavin/) 

General Manager

General Manager of DuoCircle. Product strategy and commercial lead for AutoSPF's 2,000+ customer base.

[LinkedIn Profile →](https://www.linkedin.com/in/bradslavin) 

## Ready to get started?

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[ Book a Demo ](/book-a-demo/) 

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```json
{"@context":"https://schema.org","@type":"Organization","@id":"https://www.wikidata.org/wiki/Q138897474","name":"AutoSPF","url":"https://autospf.com","logo":{"@type":"ImageObject","url":"https://autospf.com/images/autospf-logo.png"},"description":"Automatic SPF flattening and email authentication management. Resolve SPF lookup limits, flatten SPF records, and maintain email deliverability across all your domains.","parentOrganization":{"@type":"Organization","@id":"https://www.wikidata.org/wiki/Q138883901","name":"DuoCircle LLC","url":"https://www.duocircle.com","sameAs":["https://www.wikidata.org/wiki/Q138883901","https://www.crunchbase.com/organization/duocircle-llc","https://www.linkedin.com/company/duocircle","https://github.com/duocircle"],"subOrganization":[{"@type":"Organization","@id":"https://www.wikidata.org/wiki/Q138898167","name":"DMARC Report","url":"https://dmarcreport.com"},{"@type":"Organization","@id":"https://www.wikidata.org/wiki/Q138897474","name":"AutoSPF","url":"https://autospf.com"},{"@type":"Organization","@id":"https://www.wikidata.org/wiki/Q138897912","name":"Phish Protection","url":"https://www.phishprotection.com"}]},"sameAs":["https://www.wikidata.org/wiki/Q138897474","https://www.linkedin.com/company/autospf","https://x.com/autospf01","https://www.g2.com/products/autospf/reviews"],"contactPoint":{"@type":"ContactPoint","contactType":"customer support","url":"https://autospf.com/contact-us/"},"knowsAbout":["SPF Record Flattening","Sender Policy Framework","Email Authentication","DNS Management","DMARC","DKIM"]}
```

```json
{"@context":"https://schema.org","@type":"WebSite","name":"AutoSPF","url":"https://autospf.com","description":"Automatic SPF flattening and email authentication management. Resolve SPF lookup limits, flatten SPF records, and maintain email deliverability across all your domains.","publisher":{"@type":"Organization","name":"AutoSPF","url":"https://autospf.com","logo":{"@type":"ImageObject","url":"https://autospf.com/images/autospf-logo.png"},"description":"Automatic SPF flattening and email authentication management. Resolve SPF lookup limits, flatten SPF records, and maintain email deliverability across all your domains.","parentOrganization":{"@type":"Organization","@id":"https://www.wikidata.org/wiki/Q138883901","name":"DuoCircle LLC","url":"https://www.duocircle.com","sameAs":["https://www.wikidata.org/wiki/Q138883901","https://www.crunchbase.com/organization/duocircle-llc","https://www.linkedin.com/company/duocircle","https://github.com/duocircle"],"subOrganization":[{"@type":"Organization","@id":"https://www.wikidata.org/wiki/Q138898167","name":"DMARC Report","url":"https://dmarcreport.com"},{"@type":"Organization","@id":"https://www.wikidata.org/wiki/Q138897474","name":"AutoSPF","url":"https://autospf.com"},{"@type":"Organization","@id":"https://www.wikidata.org/wiki/Q138897912","name":"Phish Protection","url":"https://www.phishprotection.com"}]}}}
```

```json
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A third-party update can introduce problems such as exceeding the 10-DNS-lookup limit, creating recursive dependencies, or publishing an invalid SPF configuration. These issues can cause SPF evaluation to return PermError."}},{"@type":"Question","name":"What should you do when an SPF include domain stops resolving?","acceptedAnswer":{"@type":"Answer","text":"*First, verify whether the DNS issue is temporary or persistent*. Check the provider's official SPF documentation, confirm the correct include domain, and investigate DNS responses. Correct the SPF configuration only after confirming the appropriate replacement."}},{"@type":"Question","name":"What counts toward the 10 DNS lookup limit in SPF?","acceptedAnswer":{"@type":"Answer","text":"The SPF DNS lookup limit applies to the include, a, mx, ptr, exists, and redirect mechanisms or modifiers. The total limit is 10 during a **single SPF evaluation**. Mechanisms such as ip4 and ip6 do not consume this DNS lookup allowance."}},{"@type":"Question","name":"Does SPF flattening prevent unexpected include changes?","acceptedAnswer":{"@type":"Answer","text":"SPF flattening replaces include-based authorization with IP address mechanisms. It can reduce DNS lookup consumption, but it also creates a maintenance requirement because IP address changes made by email providers must be reflected in the flattened record."}}]}]
```

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