Troubleshooting a "failure to find WAL records" error in PostgreSQL involves understanding why the system is unable to locate the necessary WAL files for operation, which is critical during recovery or replication processes. This problem can stem from various issues such as misconfiguration, insufficient disk space leading to premature WAL file removal, or even data corruption. Here's how you can approach troubleshooting and resolving these issues:

1. Check the PostgreSQL Logs

• First Step: Review the PostgreSQL logs in detail. The logs will typically provide context around the missing WAL file, including the specific segment or record it was attempting to access.
• Log Details: Look for messages about WAL retention, deletion, or any errors that occurred before the failure message, which might indicate why the WAL file is missing.

2. Verify WAL Retention Settings

• wal_keep_segments: Ensure that wal_keep_segments is set to a value that retains enough WAL segments for your recovery or replication needs. This setting controls how many WAL files are kept before being recycled.
• Replication Slots: If using physical replication, ensure that the replication slots are correctly configured to prevent premature WAL file removal. Replication slots will retain WAL files needed by replicas even if wal_keep_segments is exceeded.

3. Check Disk Space

• WAL Directory: Inspect the disk space usage in the directory where WAL files are stored (usually pg_wal within the data directory). Insufficient disk space can lead to issues with WAL file retention and creation.
• Clean Up: If disk space is an issue, consider archiving old data, cleaning up unused databases, or increasing disk space.

4. Review Backup and Restoration Procedures

• WAL Archiving: If you're using WAL archiving (archive_mode and archive_command), ensure that the archive command is working correctly and that the archive location has all the necessary WAL files.
• Restore Process: During a PITR (Point-in-Time Recovery), make sure you're following the correct steps and that all required WAL files are available in the expected location.

5. Manual Intervention for Replication

• If replication is the context in which the error occurred, you might need to manually copy the missing WAL segment to the standby server's pg_wal directory if it's available from another source or archived location.

6. Adjust Recovery Configuration (with Caution)

• Skipping Transactions: In extreme cases where the missing WAL cannot be recovered, and data loss is acceptable, you can use recovery_min_apply_delay to skip applying the missing WAL record. However, this should be a last resort as it can lead to data inconsistencies.

7. Prevent Future Issues

• Monitoring: Implement monitoring for WAL generation and retention. Tools and scripts can alert you when the disk space is low or when replication lag exceeds a certain threshold.
• Configuration Review: Regularly review your PostgreSQL configuration settings, especially those related to WAL management and replication, to ensure they meet your operational requirements and change as those requirements evolve.

8. Engage the Community or Professional Support

• If you're stuck or the data is critical, consider reaching out to the PostgreSQL community for advice or engaging professional PostgreSQL support services.

In dealing with WAL-related errors, prevention is key. Regular monitoring, adequate disk space, and appropriate configuration settings can help avoid these issues. Always ensure you have a robust backup and disaster recovery plan in place.