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GitHub turns Copilot into an org-wide default, adds memory to agentic security fixes.
Alternatives · developer tools
Logstash alternatives
The best Logstash alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Sep 26, 2026
Looking for the best alternatives to Logstash? Sparkpulse tracks and ranks 12 alternatives in developer tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Logstash shipped 0 meaningful updates in the last 30 days and carries a velocity score of 3.3 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About Logstash
PQ compression and ES|QL preview land while weekly plugin churn drives the release cadence.
Logstash is in a steady maintenance phase across the 9.0–9.3 lines, with most weekly releases dominated by plugin dependency bumps (Netty, Avro, kotlin-stdlib) and small fixes. The substantive 9.x work — Persistent Queue compression via ZSTD, batch-size metrics, and ES|QL support in Technical Preview for the Elasticsearch input/filter — represents real capability gains for operators tuning throughput and storage. Security and credential-handling hygiene (sasl_jaas_config redaction, encoded API-key formats) shows up consistently across plugin updates.
Velocity 3.3 · Last update 4mo ago
Top 12 alternatives to Logstash
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
INFRA · APIS
CircleCI bets on GitHub Actions YAML portability while hitting GA on self-hosted runner autoscaling
INFRA · APIS
Buildkite ships a caching product with cache-poisoning controls baked in as it builds toward AI-agent-operated CI.
INFRA · APIS
Cursor builds the full software delivery loop: ship, monitor, host, and secure inside one platform.
INFRA · APIS
Agent Vault and recursive syncs move Infisical toward credential-free agentic infrastructure.
INFRA · APIS
Railway GA's Sandboxes, ships one-click Postgres major upgrades, and lets anyone deploy without an account — a PaaS going full agent-native.
INFRA · APIS
Retool ships a CLI, opening code-first app development and CI/CD pipelines
INFRA · APIS
Resend embeds into Stripe Projects as a provisionable dependency, accelerating platform distribution
DEVOPS
Kubernetes v1.37 broad Beta wave hardens storage security, memory management, and lays groundwork for AI workloads.
INFRA · APIS
Redocly ships consent controls and closes an RBAC gap in its AI-powered docs platform
INFRA · APIS
Skipper fixes two silent data-loss bugs — body truncation on large requests and multi-value header drops.
INFRA · APIS
ToolJet ships Custom Component Library and tightens enterprise controls on path to AI-native low-code.
Logstash vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| Logstash (baseline) | 3.3 | 0 | observabilityelastic-stackingest-pipeline | Logstash seizes 9.x: PQ compression, batch metrics, ES|QL preview |
| GitHub | 10.0 | 3 | copilotagentic-aimemory | Agentic autofix now uses Copilot Memory |
| CircleCI | 10.0 | 2 | ci-cdgithub-actions-compatibilityself-hosted-runners | Native GitHub Actions YAML Workflow Support — Preview |
| Buildkite | 8.8 | 1 | ci-cdcachingsupply-chain-security | Buildkite Cache is now in public preview |
| Cursor | 8.8 | 3 | cloud-agentsdevops-automationsecurity-review | # Rollouts |
| Infisical | 8.8 | 2 | secrets-managementpamagent-vault | Light mode, recursive secret syncs, and gateway v1 deprecation |
| Railway | 8.8 | 2 | cloud-deploymentpaasai-agents | Railway Sandboxes, use your ChatGPT subscription with Railway Agent, MySQL PITR |
| Retool | 7.5 | 1 | cli-toolingdeveloper-experienceai-models | Retool CLI: build apps from the command line |
| Resend | 7.5 | 1 | email-apideveloper-toolsplatform-integrations | Stripe Projects Integration |
| Kubernetes | 7.5 | 0 | ai-workloadsstorage-securitygang-scheduling | — |
| Redocly | 6.3 | 0 | api-docsdeveloper-portalsai-assistant | — |
| Skipper | 6.3 | 0 | proxyingressopen-source | — |
| ToolJet | 6.3 | 0 | low-codemcp-integrationai-builder | — |
The 12 best Logstash alternatives, in depth
1. GitHub · velocity 10.0
GitHub turns Copilot into an org-wide default, adds memory to agentic security fixes.
Over the last 30 days GitHub shipped 3 meaningful updates vs Logstash's 0, most recently “Agentic autofix now uses Copilot Memory”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where Logstash leans on observability, elastic stack and ingest pipeline, GitHub focuses on copilot, agentic ai and memory.
Over the last 30 days GitHub has been shipping faster than Logstash — a point in its favour if release momentum matters to you.
2. CircleCI · velocity 10.0
CircleCI bets on GitHub Actions YAML portability while hitting GA on self-hosted runner autoscaling.
Over the last 30 days CircleCI shipped 2 meaningful updates vs Logstash's 0, most recently “Native GitHub Actions YAML Workflow Support — Preview”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where Logstash leans on observability, elastic stack and ingest pipeline, CircleCI focuses on ci cd, github actions compatibility and self hosted runners.
Over the last 30 days CircleCI has been shipping faster than Logstash — a point in its favour if release momentum matters to you.
3. Buildkite · velocity 8.8
Buildkite ships a caching product with cache-poisoning controls baked in as it builds toward AI-agent-operated CI.
Over the last 30 days Buildkite shipped 1 meaningful update vs Logstash's 0, most recently “Buildkite Cache is now in public preview”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where Logstash leans on observability, elastic stack and ingest pipeline, Buildkite focuses on ci cd, caching and supply chain security.
Over the last 30 days Buildkite has been shipping faster than Logstash — a point in its favour if release momentum matters to you.
Full Buildkite trajectory → · Compare Logstash vs Buildkite →
4. Cursor · velocity 8.8
Cursor builds the full software delivery loop: ship, monitor, host, and secure inside one platform.
Over the last 30 days Cursor shipped 3 meaningful updates vs Logstash's 0, most recently “# Rollouts”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where Logstash leans on observability, elastic stack and ingest pipeline, Cursor focuses on cloud agents, devops automation and security review.
Over the last 30 days Cursor has been shipping faster than Logstash — a point in its favour if release momentum matters to you.
5. Infisical · velocity 8.8
Agent Vault and recursive syncs move Infisical toward credential-free agentic infrastructure.
Over the last 30 days Infisical shipped 2 meaningful updates vs Logstash's 0, most recently “Light mode, recursive secret syncs, and gateway v1 deprecation”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where Logstash leans on observability, elastic stack and ingest pipeline, Infisical focuses on secrets management, pam and agent vault.
Over the last 30 days Infisical has been shipping faster than Logstash — a point in its favour if release momentum matters to you.
Full Infisical trajectory → · Compare Logstash vs Infisical →
6. Railway · velocity 8.8
Railway GA's Sandboxes, ships one-click Postgres major upgrades, and lets anyone deploy without an account — a PaaS going full agent-native.
Over the last 30 days Railway shipped 2 meaningful updates vs Logstash's 0, most recently “Railway Sandboxes, use your ChatGPT subscription with Railway Agent, MySQL PITR”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where Logstash leans on observability, elastic stack and ingest pipeline, Railway focuses on cloud deployment, paas and ai agents.
Over the last 30 days Railway has been shipping faster than Logstash — a point in its favour if release momentum matters to you.
7. Retool · velocity 7.5
Retool ships a CLI, opening code-first app development and CI/CD pipelines.
Over the last 30 days Retool shipped 1 meaningful update vs Logstash's 0, most recently “Retool CLI: build apps from the command line”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Logstash leans on observability, elastic stack and ingest pipeline, Retool focuses on cli tooling, developer experience and ai models.
Over the last 30 days Retool has been shipping faster than Logstash — a point in its favour if release momentum matters to you.
8. Resend · velocity 7.5
Resend embeds into Stripe Projects as a provisionable dependency, accelerating platform distribution.
Over the last 30 days Resend shipped 1 meaningful update vs Logstash's 0, most recently “Stripe Projects Integration”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Logstash leans on observability, elastic stack and ingest pipeline, Resend focuses on email api, developer tools and platform integrations.
Over the last 30 days Resend has been shipping faster than Logstash — a point in its favour if release momentum matters to you.
9. Kubernetes · velocity 7.5
Kubernetes v1.37 broad Beta wave hardens storage security, memory management, and lays groundwork for AI workloads.
Its velocity score of 7.5/10 reflects longer-term release cadence.
Where Logstash leans on observability, elastic stack and ingest pipeline, Kubernetes focuses on ai workloads, storage security and gang scheduling.
Kubernetes and Logstash have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Kubernetes trajectory → · Compare Logstash vs Kubernetes →
10. Redocly · velocity 6.3
Redocly ships consent controls and closes an RBAC gap in its AI-powered docs platform.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Logstash leans on observability, elastic stack and ingest pipeline, Redocly focuses on api docs, developer portals and ai assistant.
Redocly and Logstash have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. Skipper · velocity 6.3
Skipper fixes two silent data-loss bugs — body truncation on large requests and multi-value header drops.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Logstash leans on observability, elastic stack and ingest pipeline, Skipper focuses on proxy, ingress and open source.
Skipper and Logstash have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. ToolJet · velocity 6.3
ToolJet ships Custom Component Library and tightens enterprise controls on path to AI-native low-code.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Logstash leans on observability, elastic stack and ingest pipeline, ToolJet focuses on low code, mcp integration and ai builder.
ToolJet and Logstash have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to Logstash?
The top Logstash alternatives we currently track in developer tools are GitHub, CircleCI, Buildkite, Cursor, Infisical, ranked by recent ship velocity.
How is this list of Logstash alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Logstash directly with one of these alternatives?
Yes — every card has a "Compare with Logstash" link to a side-by-side /compare page.