On this page
What the data shows
Production RabbitMQ does not fail in one characteristic way. Across 145 tickets the five largest categories each hold between 13% and 17%: message flow, cluster health and partitions, setup and operations guidance, upgrades and end of life, and TLS and access. Problems rooted in clients, consumers and load balancers account for 23% of tickets, more than cluster failures do. The mix has shifted every year, from certificates in 2023 to upgrades in 2025, and 2026 brought two new sources of work: Kubernetes operators (10 of 12 such tickets opened this year) and multi-site federation. 19% of tickets name Windows or .NET.
What the tickets were about
Each of the 145 tickets was read and placed in one category by its subject. No category dominates. The largest, queues, consumers and message flow, is 17% of the total, and the top five categories sit within four points of each other. Anyone planning support cover for RabbitMQ should read that as a warning against specialising the on-call rota: the next ticket is about as likely to be a certificate as a partition.
Add the client-side categories together, message flow plus load balancers, connections and client settings, and they account for 33 tickets (23%). Those are problems where the broker was usually doing what it was told. The fix was in consumer acknowledgement, prefetch, connection handling or the proxy in front of the cluster.
| Category | Tickets | Share |
|---|---|---|
| Queues, consumers and message flow | 24 | 17% |
| Cluster health, partitions and node recovery | 22 | 15% |
| Setup, architecture and operations guidance | 20 | 14% |
| TLS, certificates, access and security | 19 | 13% |
| Upgrades, versions and end of life | 19 | 13% |
| Federation and shovel | 12 | 8% |
| Kubernetes, operator and containers | 12 | 8% |
| Load balancers, connections and client settings | 9 | 6% |
| Memory, disk, CPU and file descriptor limits | 8 | 6% |
How the mix changed year by year
The leading category changed every year. In 2023 it was TLS, certificates and access, as new estates were stood up and secured. In 2024 it moved to message flow. In 2025 upgrades led, as the 3.x series left community support, with federation close behind. In 2026 message flow leads again, and Kubernetes and operator tickets appear almost from nowhere: 10 of the 12 in that category were opened in 2026.
Federation follows the same curve. There was 1 federation or shovel ticket in 2023, 0 in 2024, 5 in 2025 and 6 so far in 2026. Multi-site RabbitMQ is no longer unusual, and its failure modes (links restarting when a node joins, duplicated federated queues, definitions that will not export) are not ones a single-cluster team has seen before.
Volume roughly doubled in 2026. That reflects more estates under contract, not brokers becoming less reliable, so read the shares rather than the counts.
| Year | Tickets | Leading category | Tickets in it |
|---|---|---|---|
| 2023 (from Feb) | 31 | TLS, certificates, access and security | 9 |
| 2024 | 30 | Queues, consumers and message flow | 7 |
| 2025 | 28 | Upgrades, versions and end of life | 6 |
| 2026 (to 16 Sept) | 56 | Queues, consumers and message flow | 11 |
Platforms named in the tickets
Windows is more present in production RabbitMQ than most guides assume. 27 of the 145 tickets (19%) name Windows Server, IIS or a .NET client, against 16 (11%) that name Kubernetes, an operator or Helm. Windows tickets cluster around service start failures, patching windows, antivirus exclusions and upgrades; Kubernetes tickets around operator reconciliation, persistent volume handling, security contexts and what happens to quorum during a node upgrade.
| Platform named | Tickets | Share of all tickets |
|---|---|---|
| Windows Server or .NET clients | 27 | 19% |
| Kubernetes, operators or Helm | 16 | 11% |
| Docker | 6 | 4% |
Versions, queue types and how urgent it sounded
30 tickets name a release series from 3.12 onward. The 3.12 and 3.13 series are named most, in 14 and 14 tickets, which is what you would expect from the installed base: both are past community support, and a large share of upgrade tickets are about leaving them. Quorum queues are mentioned in 13 tickets, federation in 12, and classic mirrored queues or HA policies in 9, the last group being estates that have not yet finished the move mirroring requires before RabbitMQ 4.
57 tickets (39%) use the language of service impact in the customer's own words: down, outage, crashed, failed, not working, data loss. 30 name a production environment. The ticket system records every ticket at the same priority, so this is the only severity signal available and it should be read as indicative.
| Series | Tickets naming it |
|---|---|
| 3.12 | 14 |
| 3.13 | 14 |
| 4.0 | 2 |
| 4.1 | 6 |
| 4.2 | 2 |
| 4.3 | 3 |
Method and limits
The source is the ticket log of AceMQ's RabbitMQ support desk from 9 February 2023 to 16 September 2026: 168 tickets. 23 were removed before analysis: 10 tests or cancelled tickets, 3 duplicates or re-opens of an earlier ticket, 3 about Redis rather than RabbitMQ, and 7 administrative. The remaining 145 were each assigned one category from the ticket subject and description by one reviewer; a ticket that touched two areas went to the one the customer led with. Platform, version and impact figures come from keyword matching on the ticket text, so they undercount anything the customer did not write down.
The limits are the obvious ones. This is one provider's customers, weighted toward regulated and enterprise estates that buy support. Ticket counts grow with the number of estates under contract. No customer, host name or ticket text is published, and the released dataset contains only a sequence number, the quarter, the category and the flags described above.
Frequently asked questions
What are the most common RabbitMQ problems in production?
In 145 support tickets from 2023 to 2026, the largest categories were queues, consumers and message flow (17%), cluster health, partitions and node recovery (15%), setup and operations guidance (14%), upgrades and end of life (13%), and TLS, certificates and access (13%). No single category exceeded 17%.
Is RabbitMQ on Kubernetes causing more support tickets?
In this dataset, yes, and recently. 10 of the 12 tickets about Kubernetes, operators and containers were opened in 2026. They concern operator reconciliation, persistent volumes, security contexts and quorum during node upgrades rather than the broker itself.
How much of RabbitMQ support is about upgrades?
19 of 145 tickets (13%) were about upgrades, version compatibility or end of life, and upgrades were the leading category in 2025 as the 3.x series left community support.
Do many companies run RabbitMQ on Windows?
More than most documentation assumes. 27 of 145 tickets (19%) name Windows Server, IIS or a .NET client.
Related
Where this gets done
The work behind this page, run by the same engineers who wrote it.
- 24/7 RabbitMQ support15-minute emergency SLA, versions back to 3.8.x
- Managed RabbitMQ servicesWe run the brokers, on your infrastructure or hosted
- RabbitMQ consultingArchitecture, migration and remediation from senior engineers
- RabbitMQ health checkEngineer-led assessment with a prioritised fix list
- Extended LTS support for RabbitMQ 3.xCVE backports for versions the community no longer patches
- RabbitMQ commercial licensingTanzu RabbitMQ licences from an authorized Broadcom partner
- RabbitMQ troubleshootingLive incidents and recurring faults
- RabbitMQ upgrades3.x to 4.x, planned and executed in your window
- RabbitMQ migrationsFrom IBM MQ, Kafka, cloud brokers or older RabbitMQ
- RabbitMQ implementation and architectureCluster design, DR and go-live
- RabbitMQ corporate trainingAdmin and developer courses taught by working engineers
Other RabbitMQ guides, comparisons and research
- GuideThe RabbitMQ Performance Tuning GuideRead the guide
- GuideThe RabbitMQ Streams GuideRead the guide
- GuideThe RabbitMQ Disaster Recovery GuideRead the guide
- GuideThe RabbitMQ Clustering and Sizing GuideRead the guide
- GuideThe RabbitMQ Migration GuideRead the guide
- GuideThe RabbitMQ Security and Hardening GuideRead the guide
- GuideThe RabbitMQ Monitoring and Alerting GuideRead the guide
- ComparisonManaged RabbitMQ Options ComparedSee the comparison
- ResearchThe RabbitMQ CVE Register, 2026 EditionRead the research
Recent RabbitMQ articles
- RabbitMQ Quorum Queues Explained: How They WorkSep 2026
- Upgrading RabbitMQ 3.x to 4.x Without DowntimeSep 2026
- RabbitMQ HA & Disaster Recovery: Cluster SizingSep 2026
- What a RabbitMQ Health Check Actually DeliversSep 2026
- VMware Licensing Cost in 2026Sep 2026
- RabbitMQ Dead Letter Queues: Enterprise GuideSep 2026
Need this done on your cluster?
AceMQ's senior RabbitMQ engineers support 130+ enterprise clients in 26+ countries under a 15-minute emergency SLA, with direct escalation to the RabbitMQ core team.