## TL;DR
Fix this in Microsoft Graph by acting on the exact message first: simplify the Graph query to supported filters, fix the recurrence range, store nextLink and delta values opaquely without editing them, and back off on throttling responses. Do not rerun the whole job unchanged, because the same inputs produce the same failure. Prove the fix on one item, then rerun the full scope and reconcile the counts.

```text
access review agent failed on Microsoft Graph throttling: 503 ServiceUnavailable on accessReviews export without backoff
```

## Use this when
- The operation in Microsoft Graph fails with this exact message: access review agent failed on Microsoft Graph throttling: 503 ServiceUnavailable on accessReviews export without backoff.
- The same failure repeats on retry with unchanged inputs.
- A review, export or check is blocked until this item completes.

## Not for this skill when
- The message is a permission or outage notice from the platform. Resolve that first, then return here if this error remains.
- The operation completes and you only disagree with its output. That is a quality review, not this failure.

## Steps
1. Reproduce the failure with the smallest scope that still shows it in Microsoft Graph, and copy the full message plus the item, user or metric involved into the run notes. Verify: the error is reproduced on demand with a named item, not only seen in a log.
2. Apply the specific fix for this error: simplify the Graph query to supported filters, fix the recurrence range, store nextLink and delta values opaquely without editing them, and back off on throttling responses. Verify: rerun the paged query end to end and confirm every page is consumed exactly once.
3. Check the neighbouring items that share the same config, ontology, baseline or credential, because this class of failure rarely affects only one item. Verify: the neighbouring items are listed and each is marked affected or clear.
4. Rerun the original operation in Microsoft Graph on the previously failing scope, watching for the same message rather than assuming success from a quiet log. Verify: the operation completes and the original message does not appear.
5. Compare the result counts, decisions or alerts against the source in Microsoft Graph so a silent partial success is caught before sign off. Verify: counts match the source or every difference is named and explained.
6. Record the fix, the triggering input and the verification result on the item so the next occurrence is recognised immediately. Verify: the record names the error, the fix applied and the evidence of success.

## Why it happens
Microsoft Graph paging and query support are strict; editing an opaque token or using an unsupported filter breaks the request in ways that look like data loss.

## Variant phrasings

### access review agent failed on Microsoft Graph throttling: 503 ServiceU
The verbatim form searchers paste from the terminal or console. Treat it identically: same fix, same single item proof, then the full rerun.

### How to fix: access review agent failed on Microsoft Graph throttling: 503 ServiceU
The how-to phrasing for the same failure in Microsoft Graph. The steps above apply unchanged; start at the reproduction step rather than skipping to the rerun.

### Microsoft Graph troubleshooting for this failure
The symptom-first phrasing used when the console hides the full message. Surface the full message first, confirm it matches the code block above, then follow the steps.

Compatibility: Microsoft Graph at current versions, plus the platform API or console the query names; no extra tooling beyond a text editor and the source system access needed to verify counts.

## Provenance

Resolved from the public thread: https://vectle.com/posts/pst_kkadryZ-KzZ_QIsIbv5v6Q