Best Self-Hosted APM Tools 2026: Open Source and Enterprise

For open source self-hosted APM in 2026, SigNoz is the default: OpenTelemetry-native, ClickHouse-backed, full APM in one product. For Java-heavy shops, Apache SkyWalking and Pinpoint remain the strongest free options with deep code-level visibility. For enterprise APM that you self-host on your own infrastructure, Splunk AppDynamics On-Premises, Dynatrace Managed, IBM Instana Self-Hosted, and Broadcom DX APM (the modern rebrand of CA Wily Introscope) are the four serious commercial choices, with compliance, scale, and existing vendor relationships usually deciding between them. Elastic APM sits between the worlds: self-hostable, source-available, mature, resource-heavy.

This post covers 11 self-hosted APMs in 2026, split into seven open source options and four commercial enterprise platforms. The structure below is the decision matrix, then per-tool detail, then cost and decision frameworks.

Last updated: June 2026

TL;DR: who should pick what

You are…	Pick this	Why
Polyglot stack, want one product, free	SigNoz	OpenTelemetry-native, MIT, ClickHouse backend
Java/Polyglot, mature open source APM	Apache SkyWalking	CNCF graduated, deep service topology, code-level diagnostics
Java/PHP shop, want code-level visibility	Pinpoint	Distributed transaction tracing inspired by Google Dapper
Java only, lowest overhead, simple deploy	Glowroot	Microsecond-level overhead, single-JAR install
Java APM with real-time TPS dashboards	Scouter	Real-time performance metrics including TPS, response time, JVM internals
OpenTelemetry-native distributed APM, open source	Hypertrace	Apache 2.0, OTel-native, Pinot/Postgres backend
Already on Elastic Stack, want self-hosted APM	Elastic APM	Source-available, integrates natively with ELK, resource-heavy
Enterprise scale, vendor support, compliance	Splunk AppDynamics On-Premises	CPU-core licensing, mature enterprise APM, Cisco/Splunk-owned
Enterprise + air-gapped, full data control	IBM Instana Self-Hosted	K3s/Kubernetes-based, runs air-gapped, single-agent architecture
Enterprise + AI-driven anomaly detection	Dynatrace Managed	Customer-hosted Dynatrace, no API rate limits, regulated industries
Java/.NET enterprise, mainframe-adjacent	Broadcom DX APM	Modern Wily Introscope, deep .NET and Java diagnostics, AIOps integrated

Short answer: if budget and compliance allow, default to SigNoz for greenfield deployments. If you already have an enterprise APM contract, the self-hosted version of your incumbent (AppDynamics, Dynatrace, Instana, DX APM) usually beats switching to open source on TCO when you include migration cost.

What is self-hosted APM, and what is it not?

Self-hosted Application Performance Monitoring is software you run on your own infrastructure that monitors how your applications perform: transaction throughput, latency percentiles, error rates, slow database queries, distributed traces across services, and code-level diagnostics down to the method or query level. Self-hosted means the APM backend runs in your VPC, data center, or air-gapped environment, not on the vendor’s cloud.

A real APM gives you, at minimum:

Transaction and request tracing across services with timing breakdowns
Code-level diagnostics: hot methods, slow queries, exception traces tied to specific transactions
Application metrics: throughput, latency, error rate, resource usage tied to application context
Service topology: an auto-generated map of how services call each other

Tracing-only tools (Jaeger, Zipkin) are not APMs on their own. Infrastructure observability (eBPF tools, Prometheus + node exporter) is not APM. General observability platforms (Grafana stack, OpenObserve) can host APM data but require you to build the APM layer on top.

Three reasons teams choose self-hosted APM in 2026:

Data residency and compliance. GDPR, HIPAA, UK Data Protection Act, FedRAMP, and the EU AI Act push regulated workloads to keep production telemetry inside the same boundary as the application data.
Cost at scale. SaaS APM pricing is typically $30-$100 per host per month at list. For deployments above 200 hosts, self-hosted open source APM cuts the bill substantially even after engineer time. For enterprise tools, self-hosted versions of AppDynamics/Dynatrace/Instana avoid SaaS markup but the license is unchanged.
Vendor and architecture preferences. Air-gapped environments, government clouds, and mainframe-adjacent estates often require on-premises deployment regardless of cost.

The cost is operational: someone on your team owns the APM backend now. ClickHouse, Elasticsearch, Cassandra, or a vendor-specific datastore does not run itself.

Open source self-hosted APM tools

Seven open source APMs worth running in production in 2026. Each entry: license, storage backend, language support, what it does best, the honest weakness.

1. SigNoz

License: MIT Storage: ClickHouse Languages: Polyglot via OpenTelemetry (Java, Go, Python, Node.js, .NET, Ruby, PHP, and more)

SigNoz is the closest open source replacement for Splunk AppDynamics or Datadog APM in a polyglot stack. Metrics, traces, exceptions, and logs land in the same ClickHouse cluster and you query them from one UI. OpenTelemetry is the only ingestion path - a feature for portability, a constraint if your apps cannot emit OTel yet.

Best at: Being the “install one product” answer for self-hosted APM. Strong service flow visualization, transaction tracing, and exception correlation across services.

Worst at: ClickHouse operations at high scale. There is no fully open source managed ClickHouse, so someone on the team owns retention, compactions, and cluster sizing.

We default to SigNoz for new self-hosted APM deployments unless something specific rules it out. Helm chart installation on Kubernetes takes a couple of hours. Step-by-step in our SigNoz setup tutorial.

2. Apache SkyWalking

License: Apache 2.0 Storage: Pluggable (Elasticsearch, ClickHouse, BanyanDB, H2) Languages: Java (deepest), .NET, Python, Go, Node.js, PHP, plus eBPF auto-instrumentation

Apache SkyWalking is a CNCF graduated APM that has been around since 2015. It is a real APM in the enterprise sense: service topology mapping, transaction analysis, code-level diagnostics, JVM metrics for Java, alerting, and a dedicated UI for application performance.

Best at: Service mesh and microservices topology visualization, deep Java APM, broad language coverage with a single product, mature alerting.

Worst at: UX feels older compared to newer entrants. The product works, the data is good, but the interaction model has not kept pace with SigNoz or commercial APM UIs.

SkyWalking is the right choice for enterprises that want a CNCF-governed APM with vendor independence, polyglot support, and a battle-tested architecture. Particularly strong fit for organizations standardizing on BanyanDB as the observability data backend.

3. Pinpoint

License: Apache 2.0 Storage: HBase Languages: Java, PHP, Python

Pinpoint was built by Naver in 2012, inspired by Google’s Dapper paper. It is a true distributed APM with transaction call trees, agent-level instrumentation, and a topology UI. The depth of code-level visibility - showing the exact method, SQL, and external call chain inside a single transaction - is comparable to what enterprise APMs like AppDynamics provide for Java.

Best at: Java transaction tracing with deep code-level detail. Real-time topology updates. Heavily used in Korean enterprise and increasingly elsewhere.

Worst at: HBase as the storage backend is heavy. The operational profile assumes a team comfortable with Hadoop-adjacent infrastructure.

Pinpoint is the right pick when you want enterprise-style Java APM depth without paying enterprise licenses, and when the team can operate HBase.

4. Glowroot

License: Apache 2.0 Storage: Embedded (H2 or Cassandra for multi-instance) Languages: Java

Glowroot is a minimalist Java APM with a single goal: very low overhead instrumentation, easy single-server deployment, useful out-of-the-box transaction breakdowns. Overhead is in the low microseconds, which makes it acceptable on latency-sensitive Java services where other agents are too costly.

Best at: Java applications where instrumentation overhead is a real concern. Single-JAR deployment, no separate datastore for the single-instance case.

Worst at: Java-only. No distributed APM features at the level of SkyWalking or Pinpoint. Better suited to individual application monitoring than enterprise-wide distributed tracing.

Glowroot is the right pick for teams running a small number of Java services who want APM without operational overhead, especially when a single-server install can handle the load.

5. Scouter

License: Apache 2.0 Storage: Custom file-based format Languages: Java (primary), with limited support for other JVM languages

Scouter is an open source Java APM that captures real-time TPS, response time percentiles, active services, profile counts, JVM heap and GC, connection pool usage, and CPU/memory metrics. The UI is dated but the data fidelity is good for real-time operations dashboards.

Best at: Real-time Java performance monitoring. Strong fit for SRE teams that want a live view of TPS, response time, and JVM internals during incidents.

Worst at: Java focus, dated UI, smaller community than SkyWalking or Pinpoint. Less suitable for modern cloud-native distributed tracing requirements.

Scouter is a pragmatic choice for traditional Java enterprise applications where the team values real-time operational dashboards over modern UX.

6. Hypertrace

License: Apache 2.0 Storage: Apache Pinot + PostgreSQL Languages: Polyglot via OpenTelemetry

Hypertrace is a distributed APM built around OpenTelemetry ingestion with Apache Pinot as the trace and span datastore. It targets the same niche as SigNoz - one product, polyglot, OTel-native - with a slightly different storage philosophy and a stronger focus on API-centric services.

Best at: API-heavy distributed services. Pinot’s query characteristics suit high-cardinality span data with low-latency dashboard queries.

Worst at: Smaller community than SigNoz. Pinot adds an operational dependency that most teams have not run before.

Hypertrace is worth evaluating against SigNoz for teams that prefer Pinot to ClickHouse or have a strong API-monitoring requirement.

7. Elastic APM (self-hosted)

License: Elastic License v2 / SSPL (source-available, not OSI open source) Storage: Elasticsearch Languages: Java, .NET, Python, Node.js, Go, Ruby, PHP plus OTel

Elastic APM is a mature, full-featured APM bundled with the Elastic Stack. Self-hosted means you operate Elasticsearch, Kibana, the APM server, and the agents on your own infrastructure. Native integration with Kibana for log + APM correlation is genuinely strong.

Best at: Teams that already run Elasticsearch and Kibana. Tight integration between logs, APM transactions, and Kibana visualizations. Mature alerting via Watcher and Kibana rules.

Worst at: Elasticsearch storage overhead is 12-19x columnar alternatives at observability workloads. JVM tuning and shard management are non-trivial. The Elastic License v2 is not OSI open source, which matters for some compliance frameworks and for service providers.

Elastic APM is the right choice when you already operate ELK at scale and adding APM to the same cluster (or a dedicated APM cluster) is the path of least resistance.

Commercial self-hosted enterprise APM tools

Four commercial APMs that offer real self-hosted deployment options for organizations where compliance, scale, or vendor relationships make open source the wrong choice. These are not cheap, but they are self-hosted and they are real APMs in the traditional enterprise sense.

8. Splunk AppDynamics On-Premises

License: Commercial (Cisco / Splunk) Deployment: On-Premises (manual) or Virtual Appliance (pre-packaged Kubernetes) Languages: Java, .NET, PHP, Python, Node.js, C/C++, mobile, browser

Splunk AppDynamics On-Premises is the classic enterprise APM, now under Cisco’s Splunk umbrella. It delivers transaction monitoring, business transaction analytics, deep code diagnostics, end-user monitoring, and database monitoring in one platform. The Virtual Appliance edition packages the Controller and Events Service on a Kubernetes substrate to reduce the operational burden of running it yourself.

Best at: Mature enterprise APM with business transaction analytics, broad language coverage, and Splunk integration for log/APM correlation. Strong fit for large regulated enterprises.

Worst at: Cost. Licensing is CPU-core based with annual billing and quote-based pricing. Operational responsibility for Controller, Events Service, upgrades, backups, HA, and scaling falls on your team.

AppDynamics On-Premises makes sense for organizations that want enterprise APM with full data control, already have a Splunk or Cisco relationship, or operate in regulated industries that cannot use SaaS APM.

9. Dynatrace Managed

License: Commercial (Dynatrace) Deployment: Customer-hosted on customer infrastructure Languages: Java, .NET, Node.js, PHP, Python, Go, Ruby, plus OpenTelemetry

Dynatrace Managed is the self-hosted edition of Dynatrace. The Cluster ActiveGate, storage, and Dynatrace Server run on your infrastructure, you administer the cluster yourself, and the data never leaves your boundary. The AI engine (Davis) for automatic anomaly detection and root cause analysis works the same as in SaaS.

Best at: AI-driven automatic instrumentation (OneAgent), full transaction tracing across complex stacks, root cause analysis at enterprise scale. No API rate limits unlike the SaaS edition.

Worst at: Highest operational complexity of the four enterprise options. Cluster Management Console, ActiveGate sizing, storage planning, and disaster recovery are your team’s responsibility.

Dynatrace Managed is the right choice for enterprises in regulated industries (finance, healthcare, government, defense) that need full data sovereignty without sacrificing the AIOps depth Dynatrace is known for.

10. Broadcom DX APM (formerly Wily Introscope)

License: Commercial (Broadcom) Deployment: On-premises (Enterprise Manager + agents) Languages: Java, .NET, PHP, Node.js, plus containerized environments

Broadcom DX APM is the current product name for what was previously CA APM and originally Wily Introscope. The latest version is DX APM 24.1. It remains one of the most deeply entrenched enterprise APMs in financial services, telecommunications, and large-scale Java estates that have been running it for over a decade.

Best at: Deep Java and .NET transaction visibility, mainframe-adjacent enterprise environments, mature AIOps with anomaly detection. Strong fit for organizations with existing Broadcom investments.

Worst at: UX shows its age. New deployments are rare; most DX APM installs are continuations of long-running CA APM / Wily contracts. License negotiation is opaque.

DX APM makes sense as a continuation of an existing Wily Introscope or CA APM contract. For a greenfield install, the four other enterprise options (or open source) are generally a more modern starting point.

11. IBM Instana Self-Hosted

License: Commercial (IBM) Deployment: K3s/Kubernetes (Standard or Custom Edition) or single-VM (Classic Edition) Languages: Java, .NET, Node.js, Python, PHP, Ruby, Go, plus OpenTelemetry

IBM Instana Self-Hosted is deployed entirely on your infrastructure, behind your firewall, with full data and governance control. The architecture uses a single Instana agent per host (lower overhead than multi-agent designs) and aggregates metrics every second, which is unusually fine-grained for enterprise APM. Self-hosted Instana supports air-gapped environments, which is a hard requirement for some government and defense workloads.

Best at: Air-gapped deployments, automatic dependency mapping, 1-second metric resolution, broad language coverage. Strong fit for organizations standardizing on IBM Cloud Pak or already invested in the IBM observability stack.

Worst at: Storage footprint is significant - Elasticsearch, Cassandra, ClickHouse, and PostgreSQL all run in the deployment. Operating four datastores plus the Instana backend is non-trivial.

Instana Self-Hosted is the right pick for IBM-heavy enterprises, regulated and air-gapped environments, and teams that value 1-second metric resolution out of the box.

How do self-hosted APMs compare on cost?

Concrete example. A 50-host production environment running roughly 30 Java services and emitting moderate trace and log volume.

Option	Year 1 cost (USD)	Notes
SigNoz self-hosted	~$6,000-$12,000 infra	Plus ~0.25 FTE engineer time for ClickHouse
Apache SkyWalking on Elasticsearch	~$10,000-$18,000 infra	Plus ~0.4 FTE for ES tuning
Pinpoint on HBase	~$8,000-$14,000 infra	Plus ~0.3 FTE for HBase ops
Glowroot single-server	~$1,000-$3,000 infra	Smallest operational surface
Elastic APM self-hosted	~$15,000-$30,000 infra	Plus ~0.5 FTE for ES
Splunk AppDynamics On-Premises	$80,000-$200,000+ license	Plus infra and 0.5-1.0 FTE for Controller/Events ops
Dynatrace Managed	$100,000-$250,000+ license	Plus infra and 0.5-1.0 FTE for cluster ops
IBM Instana Self-Hosted	$70,000-$180,000+ license	Plus infra and 0.5-1.0 FTE for 4-datastore stack
Broadcom DX APM	$60,000-$200,000+ license	Existing customer discounts vary widely; new deals rare

These are realistic ranges based on typical 50-host deployments. Enterprise license figures are negotiable and existing-customer renewals usually price differently from new contracts. The savings of open source vs enterprise self-hosted are real and large, but the operational time cost rises as you move toward heavier-storage open source options (Elastic APM, Pinpoint).

For a deeper comparison of in-house vs consulting-led observability, see observability consulting vs in-house team 2026.

When should you pick open source over enterprise APM?

Pick open source self-hosted APM (SigNoz, SkyWalking, Pinpoint, Glowroot, Scouter, Hypertrace) when:

The team has at least one engineer comfortable operating stateful infrastructure
Budget pressure outweighs vendor-support requirements
Your stack is polyglot or OpenTelemetry-first (SigNoz, Hypertrace) or Java-heavy with budget constraints (SkyWalking, Pinpoint, Glowroot)
You can absorb the ramp time of building APM operational practices in-house
No existing enterprise APM contract is in place that would penalize switching

Pick commercial self-hosted enterprise APM (AppDynamics On-Premises, Dynatrace Managed, Instana, DX APM) when:

You are in a regulated industry where vendor support contracts are required for compliance
The application stack is heterogeneous and includes mainframe, COBOL, or rare frameworks open source agents do not cover well
You already have an enterprise APM contract and the marginal cost of self-hosting it is less than migrating off
Air-gapped deployment is a hard requirement (Instana Self-Hosted and Dynatrace Managed both support this)
The cost of an APM-related outage is high enough that “vendor on the phone” outweighs license savings

The decision is rarely “open source is better” or “enterprise is better.” It is “which fits the team, stack, compliance posture, and existing contracts.”

What is the operational cost of running self-hosted APM?

The README cost and the production cost are different numbers.

Three categories of operational work for any self-hosted APM:

Datastore operations. ClickHouse (SigNoz, ClickStack-adjacent), Elasticsearch (Elastic APM, SkyWalking), HBase (Pinpoint), Cassandra (Instana), or vendor-specific datastores. Someone on the team owns retention policies, compactions, upgrades, and capacity planning. ClickHouse is meaningfully simpler than Elasticsearch at observability workloads, which is why most modern APMs picked it.
Agent and ingestion pipeline. OpenTelemetry collectors and vendor agents are not zero-ops. Misconfigured collectors drop data silently. We see this fail in production roughly once per quarter on average across our client deployments.
Retention and cost control. APM data grows. Without explicit retention rules and cost monitoring, the storage bill outruns the SaaS bill you replaced. Budget for cost dashboards from day one.

For the wider Kubernetes monitoring picture around APM, see our Kubernetes observability stack 2026 guide and the all-in-one observability stack write-up.

Which self-hosted APM is best for Java?

For free, open source, polyglot-but-strong-on-Java: Apache SkyWalking. For deep code-level Java diagnostics inspired by Google Dapper: Pinpoint. For lowest-overhead Java APM on a small deployment: Glowroot. For real-time Java operational dashboards: Scouter. For commercial enterprise Java APM with vendor support: Splunk AppDynamics On-Premises or Broadcom DX APM.

Which self-hosted APM is best for Kubernetes?

SigNoz for most Kubernetes-first teams. Helm chart, OpenTelemetry DaemonSet, Kubernetes metrics flow in without custom configuration. Apache SkyWalking is the strong second choice with native Kubernetes operator. For commercial Kubernetes-native deployment, IBM Instana Self-Hosted runs on K3s by default and AppDynamics Virtual Appliance packages the Controller and Events Service on Kubernetes.

Which self-hosted APM is best for small teams?

SigNoz or Glowroot. SigNoz for polyglot stacks with a Helm chart deploy; Glowroot for small Java deployments where the single-JAR install matters more than distributed tracing.

Enterprise commercial APMs are mismatched to small teams. The operational and licensing weight does not pay back at small scale.

Common mistakes when self-hosting APM

Patterns we keep seeing across deployments:

Choosing a backend before defining retention. Two weeks of full-resolution traces is a different storage problem than ninety days. Decide first.
Skipping the OpenTelemetry collector and shipping straight from apps to the backend. Works in development, breaks at scale. The collector is not optional.
No cost monitoring on the APM stack itself. The thing watching your apps needs to be watched too.
Treating self-hosted APM as set-and-forget. Compactions, shard rebalances, index rotation, agent upgrades - someone owns these.
Underestimating migration off SaaS APM. Instrumentation has to be portable, dashboards have to be rebuilt, alerts have to be re-tuned. Allow a quarter.
Picking Elastic APM because you already have Elasticsearch. “We already have it” is the most expensive sentence in APM. Audit your ES cluster’s actual capacity before adding APM workload to it.
Choosing an enterprise APM because the sales cycle was easier than the open source pilot. This is a real failure mode. The sales cycle is shorter; the contract is longer.

FAQ

What is APM?

Application Performance Monitoring is software that monitors how your applications perform: throughput, latency, error rates, slow queries, distributed transaction traces across services, and code-level diagnostics. APM is different from infrastructure monitoring (CPU, memory, disk) and from logging - though most APM tools include or integrate with both.

Is SigNoz a real APM?

Yes. SigNoz delivers transaction tracing, code-level diagnostics through OpenTelemetry spans, application metrics, error tracking, and service maps - the core feature set of an APM. It is the closest open source equivalent to Splunk AppDynamics or Datadog APM for polyglot stacks.

Is Apache SkyWalking better than Pinpoint?

For polyglot deployments and broader language coverage: SkyWalking. For deep Java code-level diagnostics with a Dapper-inspired transaction view: Pinpoint. Both are mature, production-grade APMs at Korean and Chinese internet-scale companies. The decision usually comes down to language coverage and operational preference for ClickHouse/Elasticsearch (SkyWalking) versus HBase (Pinpoint).

Can you self-host Splunk AppDynamics?

Yes. Splunk AppDynamics offers two self-hosted editions: On-Premises (manual installation on your infrastructure) and Virtual Appliance (pre-packaged Kubernetes deployment). Both run entirely on your infrastructure with no data sent to AppDynamics-hosted services.

Can you self-host Dynatrace?

Yes, through Dynatrace Managed. Customer-hosted on your infrastructure, no API rate limits, full data sovereignty. Compared to SaaS, you take on cluster operations and storage planning in exchange for compliance and control.

What is the difference between Wily Introscope and Broadcom DX APM?

DX APM is the modern product name for what was historically CA Wily Introscope, then CA APM, then Broadcom DX APM after Broadcom’s CA acquisition. The agent technology and underlying architecture trace back to Wily, but DX APM has been substantially modernized with container support, AIOps integration, and modern language coverage.

Does IBM Instana Self-Hosted work in air-gapped environments?

Yes. Instana Self-Hosted is explicitly designed to run air-gapped with or without internet connectivity, which makes it a common choice for government, defense, and regulated finance workloads that cannot have telemetry leave the environment.

Is Elastic APM open source?

Technically no. Elastic moved from Apache 2.0 to a dual license (Elastic License v2 / SSPL) in 2021. The source code is publicly available, you can self-host freely for most uses, and you can modify it, but it is not OSI open source. For some compliance frameworks and service providers, this license distinction matters.

Can you replace Splunk AppDynamics or Dynatrace with SigNoz?

For most Kubernetes and OpenTelemetry-first stacks, yes. SigNoz covers the core APM capabilities. The gaps are in vendor support contracts, mature AIOps (Davis in Dynatrace, AppDynamics business transaction analytics), and the ecosystem of pre-built integrations and dashboards. For regulated industries with vendor support requirements, the open source replacement is harder to justify.

How long does a self-hosted APM migration take?

For a single product or small team: 4-8 weeks including instrumentation, backend deploy, dashboard rebuild, and alert migration. Mid-sized estates with multiple services: a quarter. Large enterprise estates: 6-12 months including the long tail of legacy applications and the inevitable instrumentation gaps in older systems.

What about Sentry for APM?

Sentry has added tracing and performance features to its error tracking platform. Self-hosted Sentry is viable for teams already using it for error tracking who want lightweight tracing alongside. It is shallower as an APM than SigNoz, SkyWalking, or the enterprise tools, so most teams pair Sentry with a dedicated APM rather than replacing one.

Which self-hosted APM has the best OpenTelemetry support?

SigNoz and Hypertrace are OpenTelemetry-native - OTel is the only ingestion path. Apache SkyWalking has strong OTel support alongside its own protocol. Elastic APM accepts OTel through the Elastic APM Server but historically prefers its own agents. The enterprise tools (AppDynamics, Dynatrace, Instana, DX APM) all support OTel ingestion but their proprietary agents typically deliver deeper diagnostics.

Is self-hosted APM safe for production?

Yes. SigNoz, Apache SkyWalking, Pinpoint, and the commercial enterprise tools are run at scale in production by enterprises and platform teams. The risk is operational - the team owns the backend - not the maturity of the software itself.

Need help picking or running a self-hosted APM?

The choice between open source and enterprise self-hosted APM is rarely about which product is technically best. It is about team capacity, compliance posture, existing vendor relationships, and the operational cost of running the backend.

Tasrie IT Services provides hands-on observability consulting that covers:

APM tool selection - matching SigNoz, SkyWalking, Pinpoint, Elastic APM, AppDynamics, Dynatrace, Instana, or DX APM to your scale, stack, compliance constraints, and team
Production deployment - ClickHouse, Elasticsearch, HBase, Cassandra, and vendor-specific datastore operations including Helm charts, retention, and cost controls
OpenTelemetry instrumentation - getting your services emitting clean OTel data without breaking your release cycle
Datadog, New Relic, and AppDynamics SaaS migrations - moving from SaaS APM to self-hosted in a way that does not lose dashboards, alerts, or institutional knowledge

Talk to our observability team →