Emergency Incident Response
Cluster stalled, members dropping, or a data grid that won't come back after a restart. A senior GemFire engineer joins a live bridge within 15 minutes with access to diagnose — not a ticket acknowledgement.
Tanzu GemFire Support
Last reviewed by Scott Sternloff
AceMQ is Broadcom's VMware Expert Advantage Partner of the Year for the Americas. Our engineers run GemFire in trading, telecom, and payments environments where a two-second GC pause is an incident — heap pressure, members leaving on partitions, WAN sender backlog, and multi-hour disk-store recovery. Every ticket reaches a named senior engineer who already knows your region topology.
Planning a build, upgrade or migration instead? See AceMQ GemFire consulting and services.
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Incident Triage
These are real symptoms from real GemFire production environments — and the first thing our engineers check when one comes in.
| Symptom you're seeing | What we check first | Typical resolution |
|---|---|---|
| Whole cluster stalls for seconds at a time; clients time out in bursts | GC logs for full and mixed pause duration against member-timeout. A heap pause longer than member-timeout gets the paused member evicted from the distributed system, so the pause becomes a membership event — heap sizing and failure detection have to be tuned together, not separately. | 1–3 hours |
| Member "unexpectedly left the distributed system" with no crash and no OOM | Locator and peer logs for suspect processing, then member-timeout, ack-wait-threshold, and the network path between hosts. A brief partition or a paused JVM both look identical from the outside — the logs distinguish them, and the fix is different for each. | 2–4 hours |
| WAN gateway sender queue growing; the remote site is falling further behind | Queue size and batch statistics per gateway sender against receiver apply rate. Usually too few dispatcher threads, a batch-size tuned for a different message profile, or a receiver-side bottleneck — and with a persistent queue the backlog starts consuming disk while you diagnose. | 2–4 hours |
| Entries the application expects are simply gone, with no error anywhere | Region eviction and expiration attributes. Heap LRU with a destroy action on a non-persistent region silently drops entries under memory pressure — which is correct behaviour and almost never what the team intended when they wanted overflow-to-disk. | Under 2 hours |
| Full cluster restart taking hours to return to service | Disk-store oplog count and total size per member, and which member holds the most recent copy of each persistent region. Recovery replays oplogs and blocks until the newest copy is online — so a cluster with compaction disabled and years of oplogs recovers slowly by design. | Same day |
| Serialization or ClassCastException errors after a rolling upgrade | PDX type registry against the deployed class versions on each member. A field added or reordered on one side, a class that quietly moved off PDX to Java serialization, or read-serialized set inconsistently across members will all surface only once mixed versions are live. | 1–3 hours |
| Function execution timing out on partitioned regions under load | Region colocation and the function's routing keys. A function that should execute on a single member but touches data across buckets turns one local call into a cross-member fan-out, and the timeout is the symptom rather than the problem. | 1–3 hours |
Resolution times reflect typical GemFire engagements under an active AceMQ support contract. Every P1 closes with a written root-cause analysis.
What's Included
No add-on pricing for incidents. No per-ticket charges. One contract covers the whole surface.
Cluster stalled, members dropping, or a data grid that won't come back after a restart. A senior GemFire engineer joins a live bridge within 15 minutes with access to diagnose — not a ticket acknowledgement.
Every P1 closes with a written RCA: what failed, why, the fix applied, and the heap, timeout, or region configuration change that stops it recurring. Delivered as standard, not on request.
GC selection and heap sizing for sub-millisecond operation, off-heap configuration, eviction and expiration policy, OQL index design, and client pool sizing against your real P99 requirement rather than a default.
Gateway sender and receiver tuning, active-active conflict handling, persistent queue sizing, and site-failover procedures — including what to do when a site comes back after hours of divergence.
Disk-store layout, compaction policy, and rehearsed full-cluster restart procedures with measured recovery times, so your DR plan reflects how long recovery actually takes rather than an estimate.
As Broadcom's Expert Advantage Partner of the Year, we handle Tanzu GemFire subscription questions alongside the technical ones: entitlement reconciliation, true-up exposure, renewal terms, and quotes inside 24 hours.
Why AceMQ
AceMQ holds Broadcom's top VMware partner award for the Americas in 2025. In practice that means an escalation path into Tanzu engineering when a problem is genuinely a product defect — and one team handling both your support and your licensing.
The same senior engineers stay on your account. They know your region types, your colocation model, and your heap profile — so a P1 starts with diagnosis instead of you narrating your topology while the cluster is down.
You reach a senior GemFire engineer directly by phone, email, or Slack. No help desk collecting information to pass along, no escalation approval between you and someone who can read a GC log against a membership timeline.
Most GemFire incidents are JVM incidents wearing a distributed-systems costume. We diagnose across G1 and ZGC behaviour, off-heap allocation, safepoint pauses, and OS-level page cache — because that is where the pause that killed your member actually came from.
Engineers across 26+ countries and every time zone. Your 3am membership storm is someone's mid-afternoon — no overnight skeleton crew, no waiting for a region to wake up.
Quarterly health checks plus shared intelligence across our support base. When a version-specific bug surfaces on one customer's cluster, every affected customer hears about it before it reaches their production.
Cloud, Kubernetes, bare metal, hybrid, and air-gapped — including environments where you can't give us outbound network access.
Escalation Path
Every tier reaches a senior GemFire engineer. There is no tier-1 triage layer to get through.
P1 escalation path
A replay of one P1, from the first page to the written root-cause analysis
15-minute P1 response, 24/7.
A response time, not a resolution time.
P1 opened, on-call engineer paged
Phone, email or Slack reaches the on-call senior engineer directly, whether the incident is in RabbitMQ, Kafka, Redis, PostgreSQL or Kubernetes. No web form, no tier-1 queue.
Senior engineer on your bridge
A senior engineer who already knows your environment joins a live bridge, so nobody has to re-explain your topology.
Specialists across the stack join
When an incident crosses components, the engineers who know each one join. For RabbitMQ, the path runs to the core team.
Written root-cause analysis
Root cause, the fix applied and the prevention steps, delivered after every P1.
Pricing
AceMQ GemFire support contracts typically run $24,000–72,000 a year, depending on SLA level, scope (number of clusters or nodes, and environments) and deployment (self-managed, cloud-managed or Kubernetes).
| What moves the price | How it changes the contract |
|---|---|
| SLA level | Business-hours cover costs less than 24/7 cover with a 15-minute emergency response. |
| Scope | More clusters or nodes, and more environments, make a larger contract. |
| Deployment | Self-managed, cloud-managed and Kubernetes estates need different amounts of hands-on work. |
Covering several technologies under one contract, for example RabbitMQ, Kafka and Redis, earns an aggressive discount.
Support In Practice
GemFire support and consulting work from AceMQ. Each card links to the full write-up: the grid, what AceMQ diagnosed or changed, and the result.
Enterprise Technology Organizations
A structured review of GemFire region design, WAN topology, JVM tuning and security configuration, producing a risk-prioritized roadmap before problems reach production.
Regional Electronic Trading Platform
GemFire members kept leaving the distributed system around market open with no crash and no out-of-memory error. AceMQ traced it to garbage collection pauses longer than the failure-detection window and retuned heap and thresholds together.
Regional Telecom Operator
After a link outage, a GemFire gateway sender queue between two sites kept growing instead of draining. AceMQ tuned the sender and receiver, drained the backlog and set up support for the replication path.
European Card Processor
Function executions and queries across non-colocated partitioned regions were timing out under load. AceMQ redesigned the region layout around the access pattern and migrated the data with a side-by-side run.
Support options
AceMQ offers Tanzu GemFire support in four tiers, each handing more of the day-to-day work to AceMQ: 24/7 support and incident management for grids your team runs, proactive monitoring that finds heap, membership and disk-store risk first, managed GemFire on your own infrastructure, and fully managed GemFire on AceMQ infrastructure. GemFire 9.x, 10.x and Apache Geode are covered, with VMware Tanzu licensing for US customers.
You run it, we back you up
Best for: Teams that run GemFire or Geode themselves and need senior cover at 3am.
You run it, we watch it with you
Best for: Estates where a full restart time, or a silent eviction, has never been measured.
We run it in your cloud or data centre
Best for: Regulated teams that must keep GemFire inside their own boundary but do not want its operations on their own rota.
We host it and run it, as a service
Best for: Teams that want the data grid's speed without owning its operations.
| Who does what | Tier 1 24/7 support | Tier 2 Proactive monitoring | Tier 3 Managed, your infrastructure | Tier 4 Fully managed by AceMQ |
|---|---|---|---|---|
| Who runs GemFire day to day? | Your team | Your team, with AceMQ reviews | AceMQ | AceMQ |
| Where does it run? | Your infrastructure | Your infrastructure | Your cloud account or data centre | AceMQ infrastructure |
| 24/7 incident response | 15-minute P1 response | 15-minute P1 response | 15-minute P1 response | 15-minute P1 response |
| Health checks and CVE alerts | On request | Scheduled | Included | Included |
| Patching and upgrades | Your team, AceMQ advises | Planned with AceMQ | Done by AceMQ | Done by AceMQ |
| Monitoring and on-call | Your team | Your team | AceMQ | AceMQ |
| Data, keys and accounts | Yours | Yours | Yours | Your data, hosted by AceMQ |
Every Tier can start as an ad hoc engagement or an annual partnership, and you can move up or down a Tier as your team changes.
One partner for GemFire
Support is one part of what AceMQ does for GemFire. The same engineers deliver consulting, health checks, migrations and end-of-life cover, and support the systems that usually run next to it.
Our Tanzu GemFire support covers 24/7 emergency incident response with a 15-minute SLA, root cause analysis on every P1, heap and latency tuning, WAN gateway operations, disk-store and recovery assurance, version upgrades, and Broadcom licensing support. Every ticket is handled by a named senior engineer assigned to your account. There is no tier-1 triage layer and no per-incident charge.
Yes — it is one of the most common GemFire calls we take. A member leaving without a crash is almost always either a JVM pause exceeding member-timeout or a transient network fault, and the two look identical from the application side. We correlate GC logs, safepoint records, locator suspect-processing entries, and host-level network counters on a shared timeline. Once the cause is established the fix is usually a combination of heap or GC change and a deliberate member-timeout value, rather than raising the timeout and hoping.
P1 emergencies — cluster stalled, members dropping, grid unavailable — get a 15-minute first response with a senior engineer joining a live bridge. P2 critical issues are 1 hour, P3 high-priority 4 hours, and P4 standard questions next business day. These are contractual, not best-effort targets.
Yes. GemFire and Geode share a core, and most of the operational surface — regions, membership, disk stores, WAN, PDX — behaves the same way. We support both, including environments that mix them, and we will tell you honestly when a specific problem is one that the commercial build fixes and the open-source build does not.
Recovery replays disk-store oplogs and waits for the member holding the most recent copy of each persistent region before serving traffic. Clusters that have run for years with compaction tuned conservatively accumulate enormous oplog volume, and recovery time scales with it. We reduce that with compaction and oplog sizing changes, parallel disk-store layout, and in some cases a redesign of which regions genuinely need persistence — then we rehearse the restart and measure it, so your DR plan carries a real number.
Yes, and Tanzu customers ask us this constantly. As Broadcom's VMware Expert Advantage Partner of the Year for the Americas, we reconcile deployed member and core counts against purchased entitlements, surface true-up exposure before an audit does, and negotiate renewal and multi-year terms. Licensing quotes come back within 24 hours, and the engineers sizing your cluster are the same team advising on what you need to license.
VMware Tanzu GemFire 9.x and 10.x, now sold by Broadcom, and Apache Geode, the open-source project GemFire 9 was built on. Coverage includes the features production estates depend on: partitioned and replicated regions, persistence and disk stores, WAN gateways for multi-site replication, continuous queries, PDX serialization, the Spring integration and the client and server caching APIs. Deployment models covered are bare metal, virtual machines, Kubernetes and Tanzu Application Service. We also review the JVM configuration that GemFire is so sensitive to, which is where Broadcom's own scope of support stops. For GemFire 9.x and 10.x or Apache Geode releases that no longer receive fixes, AceMQ's OSSeva platform backports CVE patches.
Sizing comes first: enough heap for the in-memory data plus headroom for eviction and critical thresholds, off-heap storage where object sizes justify it, and garbage collection settings chosen for pause time rather than throughput. Then the data model: the right region type per dataset, colocation of related data on the same members, and a serialization strategy that does not deserialize whole objects to read one field. Then the operational settings: member timeouts, redundancy zones, disk store placement on fast storage, and WAN queue limits. Most GemFire clusters we take on were configured once at deployment and never revisited as the data grew, and a review typically finds several settings that explain the incidents the team has learned to live with.
Yes. AceMQ works on GemFire in two ways: ad hoc engagements for a defined piece of work, such as a health check, an upgrade or an incident, or an annual partner engagement that covers 24/7 support, proactive reviews and named engineers. Many teams start ad hoc and move to an annual partnership once the first engagement is done.
Every AceMQ proposal is tailored to your requirements: your GemFire environment, the SLA you need, the hours of cover and the scope of work. Most contracts run $24,000–72,000 a year, depending on the SLA, the scope and how GemFire is deployed, with aggressive discounts when several technologies share one contract. Request a quote and AceMQ replies within 1 hour.
Let's talk
Reactive cover, proactive reviews, or AceMQ running GemFire for you on your infrastructure or ours. A senior engineer scopes it with you, and quote requests are answered within 1 hour.
Production incident right now?Email a GemFire Architect
Send us a message and we'll follow up within 1 hour — or book a free 30-min consultation directly.
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