Research · RabbitMQ

What Breaks in Production RabbitMQ: 145 Support Tickets, 2023 to 2026

Troubleshooting guides are written from what engineers expect to go wrong. This page is written from what did: every ticket raised with AceMQ's RabbitMQ support desk between February 2023 and September 2026, read, categorised and counted. No customer is named and no ticket text is reproduced. It shows where production RabbitMQ actually needs help, and how that has moved in three and a half years.

Tyler Eastridge

By Tyler Eastridge, Head of Operations

LinkedIn · Updated

5 min read5 sections
On this page
145
RabbitMQ support tickets, February 2023 to September 2026, none attributed
17%
is the largest single category: no one problem type dominates
10 of 12
Kubernetes and operator tickets were opened in 2026
19%
of tickets name Windows Server or a .NET client
What the data shows

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.

145 RabbitMQ support tickets by category, February 2023 to 16 September 2026
CategoryTicketsShare
Queues, consumers and message flow2417%
Cluster health, partitions and node recovery2215%
Setup, architecture and operations guidance2014%
TLS, certificates, access and security1913%
Upgrades, versions and end of life1913%
Federation and shovel128%
Kubernetes, operator and containers128%
Load balancers, connections and client settings96%
Memory, disk, CPU and file descriptor limits86%
Table · 145 RabbitMQ support tickets by category, February 2023 to 16 September 2026. Scroll sideways on small screens.

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.

Tickets per year and the leading category in each
YearTicketsLeading categoryTickets in it
2023 (from Feb)31TLS, certificates, access and security9
202430Queues, consumers and message flow7
202528Upgrades, versions and end of life6
2026 (to 16 Sept)56Queues, consumers and message flow11
Table · Tickets per year and the leading category in each. Scroll sideways on small screens.

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.

Tickets that name a platform (a ticket can name more than one, most name none)
Platform namedTicketsShare of all tickets
Windows Server or .NET clients2719%
Kubernetes, operators or Helm1611%
Docker64%
Table · Tickets that name a platform (a ticket can name more than one, most name none). Scroll sideways on small screens.

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.

Tickets naming each release series (3.12 onward)
SeriesTickets naming it
3.1214
3.1314
4.02
4.16
4.22
4.33
Table · Tickets naming each release series (3.12 onward). Scroll sideways on small screens.

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.

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