“Given Elastic's active releases across elastic/elasticsearch and open roles in platform engineering productivity, FlowPilot can accelerate your GitHub Actions and Buildkite pipelines while spinning up ephemeral Kubernetes preview environments.”
Built on: Directly connects Elastic's recent releases in public repositories, high hiring volume in platform engineering productivity, and existing CI/CD tooling (GitHub Actions, Buildkite, Kubernetes) to FlowPilot's value proposition.
1Elastic maintains active CI/CD configurations across GitHub Actions and Buildkite alongside Gradle builds for services like elastic/elasticsearch and elastic/cloudbeat. FlowPilot can optimize build performance via remote build caching and test-impact analysis across these workflows. F38F39
Engineering context
Gemini 3.6-flash · from cited evidence only
Elastic operates a polyglot microservices and monorepo architecture across major cloud providers, including Amazon Web Services, Microsoft Azure, and Google Cloud. Its public code repository footprint shows primary development in Go at 24.8%, Python at 17.8%, TypeScript at 15.8%, C# at 6.8%, and Java at 5.7%. Infrastructure and container orchestration are configured using Terraform, CloudFormation, Docker, and Kubernetes. For continuous integration and delivery, Elastic uses a combination of GitHub Actions, Buildkite, and Gradle across its various services and projects.
Engineering momentum remains high with a GitHub activity score of 94/100 and 219 repositories pushed within the last 30 days. Active development and recent releases span repositories like elastic/beats, elastic/elasticsearch, and elastic/kibana. Open job postings indicate substantial hiring, with 269 open engineering positions out of 380 total roles. Job descriptions highlight platform engineering and CI/CD productivity initiatives, referencing tools like Argo CD alongside Kubernetes and GitHub Actions. Observed signals indicate widespread polyglot development and microservices complexity. Hypothesized impact suggests FlowPilot could streamline build pipelines, offer preview environments on Kubernetes, and improve service mapping across Elastic's extensive cloud footprint.
Observations vs. hypotheses (5)
ObservationElastic actively hires for 269 engineering roles, including platform engineering roles focused on CI/CD productivity.
2Hiring for platform engineering productivity roles emphasizes Kubernetes, GitOps, and CI infrastructure for microservices. FlowPilot can provide per-PR ephemeral preview environments on Kubernetes to accelerate PR validation cycles. F27F30F84F79
3With public code spanning Go, Python, TypeScript, and Java across multi-cloud deployments on AWS, Azure, and Google Cloud, managing service visibility becomes complex. FlowPilot offers a service catalog with ownership and dependency mapping across polyglot microservices. F1F2F3F6F22F23F24F79
ObservationElastic utilizes multiple CI tools, specifically GitHub Actions and Buildkite, across public repositories like elastic/cloudbeat and elastic/elasticsearch. F38F39M2
Hypothesis (AI)The usage of both Buildkite and GitHub Actions alongside polyglot repositories suggests potential CI pipeline complexity that FlowPilot could unify and accelerate. F38F39F1F2F3
ObservationElastic's cloud infrastructure relies on Kubernetes, Docker, and Terraform across AWS, Microsoft Azure, and Google Cloud. F22F23F24F26F27F33
Hypothesis (AI)Running extensive microservices on Kubernetes across multiple clouds may create testing friction, making FlowPilot per-PR preview environments valuable. F27F79F83
Frameworks and libraries
Node.jsReactLangChainGraphQLgRPC
Cloud platforms
AWSMicrosoft AzureGoogle Cloud
Containers & orchestration
DockerKubernetesDocker ComposeServerless FrameworkArgo CD
Confidence: high = 2+ independent sources · medium = public code/config or 3+ job postings · low = a single weak signal. Click a technology for its evidence.
Frameworks and libraries
Node.jshigh6 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public codeelastic/elasticsearch contains `.buildkite/.nvmrc`source · 18 Oct 2026
Found in public codeelastic/kibana contains `.nvmrc`source · 18 Oct 2026
Found in public codeelastic/eui contains `.nvmrc`source · 18 Oct 2026
Mentioned in job posting"Senior Full Stack Software Developer - Observability" posting: "…interface components that enhance user commitment, using TypeScript, React, and Node.js. Integrate front-end elements seamlessly with back-end services to ensure a smo…"source · 13 Oct 2026
Mentioned in job posting"Senior Full Stack Software Developer - Observability" posting: "…interface components that enhance user commitment, using TypeScript, React, and Node.js. Integrate front-end elements seamlessly with back-end services to ensure a smo…"source · 13 Oct 2026
Mentioned in job posting"Full-Stack Senior Software Engineer" posting: "…nal web applications and conversational AI bots. You will write clean React and Node.js code, integrate backend services natively with Elasticsearch, and leverage mode…"source · 5 Oct 2026
First observed 11 Oct 2026
Reacthigh6 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public code`package.json` in elastic/kibana declares `react`source · 18 Oct 2026
Found in public code`packages/docusaurus-preset/package.json` in elastic/eui declares `react`source · 18 Oct 2026
Found in public code`packages/docusaurus-theme/package.json` in elastic/eui declares `react`source · 18 Oct 2026
Mentioned in job posting"Principal Software Engineer I - Platform Billing Experience" posting: "…nce with frontend technologies used in console or dashboard products is a plus (React or similar). Ability to lead multi-quarter projects across teams — building con…"
LangChainhigh4 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public code`package.json` in elastic/kibana declares `@langchain/aws`, `@langchain/classic`, `@langchain/core`, `@langchain/google-common`, `@langchain/google-vertexai`source · 18 Oct 2026
Mentioned in job posting"Principal AI Engineer - Context - Agents and Context" posting: "…rom real usage. Any agent can use it: Elastic’s own Agent Builder, Claude Code, LangChain and other third-party harnesses. As a Principal AI Engineer, you own the improv…"source · 22 Sept 2026
Mentioned in job posting"Principal AI Engineer - Context - Agents and Context" posting: "…rom real usage. Any agent can use it: Elastic’s own Agent Builder, Claude Code, LangChain and other third-party harnesses. As a Principal AI Engineer, you own the improv…"source · 22 Sept 2026
Mentioned in job posting
GraphQLhigh2 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public code`package.json` in elastic/kibana declares `graphql`source · 18 Oct 2026
Mentioned in job posting"UX Engineer" posting: "…ems with AI/LLM backend services and orchestration tools (e.g., LangGraph, REST/GraphQL APIs). Design System Integration: Experience extending and contributing to ente…"source · 29 Sept 2026
First observed 11 Oct 2026
gRPCmedium5 evidenceEvidence
Found in public code or configuration
Found in public code`go.mod` in elastic/cloudbeat declares `google.golang.org/grpc`source · 18 Oct 2026
Found in public code`go.mod` in elastic/terraform-provider-ec declares `google.golang.org/grpc`source · 18 Oct 2026
Found in public code`package.json` in elastic/kibana declares `@grpc/grpc-js`source · 18 Oct 2026
Found in public codeelastic/beats contains `x-pack/dockerlogbeat/logdriver/entry.proto`source
Pandasmedium1 evidenceEvidence
Found in public code or configuration
Found in public code`security-policies/pyproject.toml` in elastic/cloudbeat declares `pandas`source · 18 Oct 2026
First observed 11 Oct 2026
Next.jsmedium3 evidenceEvidence
Named in 3 engineering job postings
Mentioned in job posting"Senior Software Engineer - SSC" posting: "…cript/TypeScript. Strong proficiency in Node.js server frameworks like Hapi and Next.js. Front-end tech like HTML5, CSS3, and responsive design is in your wheelhouse.…"source · 6 Aug 2026
Mentioned in job posting"Senior Software Engineer - SSC" posting: "…cript/TypeScript. Strong proficiency in Node.js server frameworks like Hapi and Next.js. Front-end tech like HTML5, CSS3, and responsive design is in your wheelhouse.…"source · 6 Aug 2026
Mentioned in job posting"Senior Software Engineer - SSC" posting: "…cript/TypeScript. Strong proficiency in Node.js server frameworks like Hapi and Next.js. Front-end tech like HTML5, CSS3, and responsive design is in your wheelhouse.…"source · 6 Aug 2026
First observed 11 Oct 2026
Cloud platforms
AWShigh9 evidenceEvidence
Confirmed by 3 independent sources (code, jobs, dns)
Found in public code`go.mod` in elastic/cloudbeat declares `github.com/aws/aws-sdk-go-v2`, `github.com/aws/aws-sdk-go-v2/config`, `github.com/aws/aws-sdk-go-v2/credentials`, `github.com/aws/aws-sdk-go-v2/feature/ec2/imds`, `github.com/aws/aws-sdk-go-v2/service/accessanalyzer`source · 18 Oct 2026
Found in public code`go.mod` in elastic/terraform-provider-ec declares `github.com/aws/aws-sdk-go-v2`, `github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream`, `github.com/aws/aws-sdk-go-v2/config`, `github.com/aws/aws-sdk-go-v2/credentials`, `github.com/aws/aws-sdk-go-v2/feature/ec2/imds`source · 18 Oct 2026
Found in public code`package.json` in elastic/kibana declares `@aws-sdk/client-bedrock-runtime`source
Containers & orchestration
Dockerhigh12 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public codeelastic/cloudbeat contains `deploy/Dockerfile`, `deploy/Dockerfile.debug`, `scripts/packaging/docker/elastic-agent/Dockerfile`source · 18 Oct 2026
Found in public codeelastic/crawler contains `Dockerfile`, `Dockerfile.wolfi`source · 18 Oct 2026
Found in public codeelastic/elasticsearch contains `distribution/docker/src/docker/Dockerfile.ess`, `distribution/docker/src/docker/dockerfiles/cloud_ess_fips/Dockerfile`, `distribution/docker/src/docker/dockerfiles/default/Dockerfile`, `distribution/docker/src/docker/dockerfiles/ironbank/Dockerfile`, `distribution/docker/src/docker/dockerfiles/wolfi/Dockerfile`source
Infrastructure as code
Terraformhigh6 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public codeelastic/cloudbeat contains `deploy/infrastructure-manager/gcp-cloud-connectors/main.tf`, `deploy/infrastructure-manager/gcp-cloud-connectors/modules/target_service_account/main.tf`, `deploy/infrastructure-manager/gcp-cloud-connectors/modules/target_service_account/outputs.tf`, `deploy/infrastructure-manager/gcp-cloud-connectors/modules/target_service_account/variables.tf`, `deploy/infrastructure-manager/gcp-cloud-connectors/modules/workload_identity/main.tf`source · 18 Oct 2026
Found in public codeCI workflow `.github/workflows/go.yml` in elastic/terraform-provider-ec: "…od' cache: true id: go - name: Install terraform uses: hashicorp/setup-terraform@v4 with: terraform_version: "1.x.x" terraform_wrapper: fa…"source · 18 Oct 2026
Found in public codeelastic/beats contains `metricbeat/module/kubernetes/_meta/terraform/eks/aws.tf`, `metricbeat/module/kubernetes/_meta/terraform/eks/cluster.tf`, `metricbeat/module/kubernetes/_meta/terraform/eks/network.tf`, `metricbeat/module/kubernetes/_meta/terraform/eks/workers.tf`, `testing/terraform-ech/ech.tf`
CI/CD & build
GitHub Actionshigh14 evidenceEvidence
Confirmed by 3 independent sources (code, jobs, web)
Found in public codeelastic/cloudbeat contains `.github/workflows/arm-template-lint.yml`, `.github/workflows/auto-approve-bump-prs.yml`, `.github/workflows/auto-approve-renovate-prs.yaml`, `.github/workflows/backport-active.yml`, `.github/workflows/binary-size-monitor.yml`source · 18 Oct 2026
Found in public codeelastic/crawler contains `.github/workflows/add-labels-main.yml`, `.github/workflows/backport.yml`source · 18 Oct 2026
Found in public codeelastic/terraform-provider-ec contains `.github/workflows/approve-renovate.yml`, `.github/workflows/comment-on-asciidoc-changes.yml`, `.github/workflows/go.yml`, `.github/workflows/openspec.yml`, `.github/workflows/pr-changelog-check.yml`source
Observability
OpenTelemetryhigh12 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public code`go.mod` in elastic/cloudbeat declares `go.opentelemetry.io/otel`, `go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetricgrpc`, `go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc`, `go.opentelemetry.io/otel/sdk`, `go.opentelemetry.io/otel/sdk/metric`source · 18 Oct 2026
Found in public code`go.mod` in elastic/terraform-provider-ec declares `go.opentelemetry.io/otel`, `go.opentelemetry.io/otel/metric`, `go.opentelemetry.io/otel/sdk`, `go.opentelemetry.io/otel/sdk/metric`, `go.opentelemetry.io/otel/trace`source · 18 Oct 2026
Found in public code`package.json` in elastic/kibana declares `@opentelemetry/api`, `@opentelemetry/api-logs`, `@opentelemetry/context-async-hooks`, `@opentelemetry/exporter-logs-otlp-grpc`, `@opentelemetry/exporter-logs-otlp-http`source
Data & messaging
Elasticsearchhigh12 evidenceEvidence
Confirmed by 4 independent sources (code, jobs, articles, web)
Found in public code`Gemfile` in elastic/crawler declares `elasticsearch`source · 18 Oct 2026
Found in public code`package.json` in elastic/kibana declares `@elastic/elasticsearch`source · 18 Oct 2026
Found in public code`dev-tools/requirements.txt` in elastic/beats declares `elasticsearch`source · 18 Oct 2026
Mentioned in job posting"Analytics Engineer, HR Analytics" posting: "…; Employee Polygraph Protection Act (EPPA) Poster and Know Your Rights (Poster) Elasticsearch develops and distributes technology and information that is subject to U.S. and…"
SaaS & tooling
Atlassianhigh2 evidenceEvidence
Confirmed by 2 independent sources (jobs, dns)
Mentioned in job posting"Full-Stack Senior Software Engineer" posting: "…lastic ML). Background replacing legacy enterprise platforms (e.g., ServiceNow, Jira, custom SaaS portals) with custom software solutions. Bachelor’s or Master’s de…"source · 5 Oct 2026
DNS recordTXT verification record for Atlassiansource
First observed 11 Oct 2026
Google Workspacehigh2 evidenceEvidence
Confirmed by 2 independent sources (jobs, dns)
Architecture signals
Microserviceshigh7 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public codeelastic/elasticsearch has separate container definitions in 6+ directories (distribution/docker/src/docker, distribution/docker/src/docker/dockerfiles/cloud_ess_fips, distribution/docker/src/docker/dockerfiles/default, distribution/docker/src/docker/dockerfiles/ironbank)source · 18 Oct 2026
Found in public codeelastic/kibana has separate container definitions in 5+ directories (.buildkite/scripts/steps/demo_env, .devcontainer, src/dev/build/tasks/fips/resources, src/dev/build/tasks/os_packages/docker_generator/templates/base)source · 18 Oct 2026
Found in public codeelastic/beats has separate container definitions in 6+ directories (auditbeat, dev-tools/kubernetes/filebeat, dev-tools/kubernetes/heartbeat, dev-tools/kubernetes/metricbeat)source
The post outlines performance enhancements in Apache Lucene and Elasticsearch using Java Panama vector APIs, SIMD bulk scoring, and the ACORN algorithm for filtered vector search. · 2026-01
Elastic Security Labs open-sourced cicd-abuse-detector, a CI template combining Bash and Claude LLM reasoning to flag malicious workflow modifications across GitHub Actions, GitLab CI, and Azure DevOps. · 2026-04
The article details joint vector indexing of images and text in Elasticsearch by deploying the jina-clip-v2 model through the Elastic Inference Service. · 2026-06
Not found in this refresh's evidence. This does not mean the company stopped using it — a posting may have closed or a repository may have left the sample.
Not found in this refresh's evidence. This does not mean the company stopped using it — a posting may have closed or a repository may have left the sample.
Not found in this refresh's evidence. This does not mean the company stopped using it — a posting may have closed or a repository may have left the sample.
Not found in this refresh's evidence. This does not mean the company stopped using it — a posting may have closed or a repository may have left the sample.
Not found in this refresh's evidence. This does not mean the company stopped using it — a posting may have closed or a repository may have left the sample.
18 Oct 2026
Trend across snapshots
Snapshot
Top languages (180 d)
Eng roles
Commits 90 d
v3 · 18 Oct 2026
Go 24.8%, Python 17.8%, TypeScript 15.8%
269
368
v2 · 11 Oct 2026
Go 24.4%, Python 18.1%, TypeScript 15.8%
281
1189
v1 · 11 Oct 2026
Go 24.4%, Python 18.1%, TypeScript 15.8%
281
1189
Source status · 18 Oct 2026, 07:40 UTC
GitHub · ok · 72.4selastic: 300 public repositories (GraphQL), 10 scanned in depth; 65 API calls, 5 cached. source
Job postings · ok · 1.3sGreenhouse board "elastic": 380 open roles, 269 engineering; 62 technologies mentioned. source
DNS (Google Public DNS) · ok · 0.1s2 hosting/CDN signals, email: Google Workspace, 14 SaaS verification records, 1 SPF includes.
Recency (25): newest dated evidence ≤30 days 25 · ≤90 days 18 · ≤1 year 10 · older 4 · none 0
Level: High ≥ 75 · Medium 45–74 · Low < 45. An unconfirmed GitHub match caps the level at Medium; no findings caps it at Low.
Limitations
Public repositories, job postings, DNS records and articles show only part of a company's technology stack; private repositories and internal systems are not visible.
300 most recently updated of 967 public repositories were analysed for languages and activity.
Evidence pack given to Gemini (117 facts)
F1Go [Programming languages] — high confidence (Confirmed by 2 independent sources (code, jobs)), 24.8% of public code. e.g. 24.8% of code across 291 public repositories (24.8% in repos pushed in the last 180 days); largest in elastic/beats (18 Oct 2026)source
F2Python [Programming languages] — high confidence (Confirmed by 2 independent sources (code, jobs)), 17.8% of public code. e.g. 17.8% of code across 291 public repositories (17.8% in repos pushed in the last 180 days); largest in elastic/observability-migration-platform (8 Oct 2026)source
F3TypeScript [Programming languages] — high confidence (Confirmed by 2 independent sources (code, jobs)), 15.8% of public code. e.g. 15.8% of code across 291 public repositories (15.8% in repos pushed in the last 180 days); largest in elastic/kibana (18 Oct 2026)source
F4JavaScript [Programming languages] — high confidence (Confirmed by 2 independent sources (code, jobs)), 6.8% of public code. e.g. 6.8% of code across 291 public repositories (6.8% in repos pushed in the last 180 days); largest in elastic/kibana (18 Oct 2026)source
F5C# [Programming languages] — medium confidence (Found in public code or configuration), 6.8% of public code. e.g. 6.8% of code across 291 public repositories (6.8% in repos pushed in the last 180 days); largest in elastic/elasticsearch-net
Mentioned in job posting"Senior Full Stack Software Developer - Observability" posting: "…itive user interface components that enhance user commitment, using TypeScript, React, and Node.js. Integrate front-end elements seamlessly with back-end services to…"source · 13 Oct 2026
Mentioned in job posting"Full-Stack Senior Software Engineer" posting: "…tack internal web applications and conversational AI bots. You will write clean React and Node.js code, integrate backend services natively with Elasticsearch, and l…"source · 5 Oct 2026
First observed 11 Oct 2026
"Agentic AI Engineer" posting: "…nds-on experience with multi-agent orchestration frameworks such as LangGraph , LangChain , AutoGen , etc. along with tracing platforms like LangSmith . Market Trends &…"
Found in public code`go.mod` in elastic/beats declares `google.golang.org/grpc`source · 18 Oct 2026
First observed 11 Oct 2026
· 18 Oct 2026
Found in public code`go.mod` in elastic/beats declares `github.com/aws/aws-sdk-go-v2`, `github.com/aws/aws-sdk-go-v2/config`, `github.com/aws/aws-sdk-go-v2/credentials`, `github.com/aws/aws-sdk-go-v2/service/cloudwatch`, `github.com/aws/aws-sdk-go-v2/service/cloudwatchlogs`source · 18 Oct 2026
Found in public code`metricbeat/module/kubernetes/_meta/terraform/eks/requirements.txt` in elastic/beats declares `botocore`source · 18 Oct 2026
Mentioned in job posting"Agentic AI Engineer" posting: "…Scalable Infrastructure & IaC: Provision and manage robust cloud environments (AWS, Azure, GCP) using Terraform to support the high-concurrency demands of LLM inf…"source · 23 Jul 2026
First observed 11 Oct 2026
Microsoft Azurehigh8 evidenceEvidence
Confirmed by 3 independent sources (code, jobs, web)
Found in public code`go.mod` in elastic/cloudbeat declares `github.com/Azure/azure-sdk-for-go/sdk/azcore`, `github.com/Azure/azure-sdk-for-go/sdk/azidentity`, `github.com/Azure/azure-sdk-for-go/sdk/resourcemanager/appservice/armappservice/v6`, `github.com/Azure/azure-sdk-for-go/sdk/resourcemanager/keyvault/armkeyvault/v2`, `github.com/Azure/azure-sdk-for-go/sdk/resourcemanager/monitor/armmonitor`source · 18 Oct 2026
Found in public codeCI workflow `.github/workflows/arm-template-lint.yml` in elastic/cloudbeat: "…ut@f548e57e544e1ff5a4c46bf1e1b8685f8e4a348a with: repository: Azure/arm-ttk path: arm-ttk - name: Run ARM TTK shell: pwsh…"source · 18 Oct 2026
Found in public code`go.mod` in elastic/terraform-provider-ec declares `github.com/Azure/azure-sdk-for-go`, `github.com/Azure/azure-sdk-for-go/sdk/azcore`, `github.com/Azure/azure-sdk-for-go/sdk/azidentity`, `github.com/Azure/azure-sdk-for-go/sdk/internal`, `github.com/Azure/azure-sdk-for-go/sdk/keyvault/azkeys`source · 18 Oct 2026
Found in public code`go.mod` in elastic/beats declares `github.com/Azure/azure-sdk-for-go`, `github.com/Azure/azure-sdk-for-go/sdk/azcore`, `github.com/Azure/azure-sdk-for-go/sdk/azidentity`, `github.com/Azure/azure-sdk-for-go/sdk/messaging/azeventhubs/v2`, `github.com/Azure/azure-sdk-for-go/sdk/monitor/query/azmetrics`source · 18 Oct 2026
Mentioned in job posting"Agentic AI Engineer" posting: "…able Infrastructure & IaC: Provision and manage robust cloud environments (AWS, Azure, GCP) using Terraform to support the high-concurrency demands of LLM inferences…"source · 23 Jul 2026
Mentioned in job posting"Consulting Architect - Observability" posting: "…perience with on-prem systems and/or major public/private cloud platforms (AWS, Azure, GCP). Technical Depth: Hands-on experience in Linux, networking, security, con…"source · 5 Dec 2025
First observed 11 Oct 2026
Google Cloudhigh7 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public code`go.mod` in elastic/cloudbeat declares `cloud.google.com/go/asset`, `cloud.google.com/go/iam`, `cloud.google.com/go`, `cloud.google.com/go/accesscontextmanager`, `cloud.google.com/go/auth`source · 18 Oct 2026
Found in public codeTerraform provider for Google Cloud in `deploy/infrastructure-manager/gcp-cloud-connectors/main.tf` (elastic/cloudbeat)source · 18 Oct 2026
Found in public code`go.mod` in elastic/terraform-provider-ec declares `cloud.google.com/go`, `cloud.google.com/go/auth`, `cloud.google.com/go/auth/oauth2adapt`, `cloud.google.com/go/compute/metadata`, `cloud.google.com/go/iam`source · 18 Oct 2026
Found in public code`go.mod` in elastic/beats declares `cloud.google.com/go/bigquery`, `cloud.google.com/go/monitoring`, `cloud.google.com/go/pubsub`, `cloud.google.com/go`, `cloud.google.com/go/compute`source · 18 Oct 2026
Mentioned in job posting"Analytics Engineer, HR Analytics" posting: "…a hands-on build role that will develop and maintain HR's data pipelines on our GCP/BigQuery/dbt data model, with an AI-powered analytics layer on top. Core platfo…"source · 5 Oct 2026
Mentioned in job posting"Agentic AI Engineer" posting: "…frastructure & IaC: Provision and manage robust cloud environments (AWS, Azure, GCP) using Terraform to support the high-concurrency demands of LLM inferences and…"source · 23 Jul 2026
First observed 11 Oct 2026
Fastlylow1 evidenceEvidence
Single weak signal (dns)
DNS recordwww.elastic.co CNAME → dualstack.j.sni.global.fastly.netsource
First observed 11 Oct 2026
· 18 Oct 2026
Found in public codeelastic/kibana contains `.buildkite/scripts/steps/demo_env/Dockerfile`, `.devcontainer/Dockerfile`, `src/dev/build/tasks/fips/resources/Dockerfile`, `src/dev/build/tasks/os_packages/docker_generator/templates/base/Dockerfile`, `src/dev/build/tasks/os_packages/docker_generator/templates/ironbank/Dockerfile`source · 18 Oct 2026
Found in public codeelastic/beats contains `auditbeat/Dockerfile`, `dev-tools/kubernetes/filebeat/Dockerfile.debug`, `dev-tools/kubernetes/filebeat/Dockerfile.run`, `dev-tools/kubernetes/heartbeat/Dockerfile.debug`, `dev-tools/kubernetes/heartbeat/Dockerfile.run`source · 18 Oct 2026
Found in public codeelastic/eui contains `packages/eui/scripts/docker-ci/Dockerfile`source · 18 Oct 2026
First observed 11 Oct 2026
Kuberneteshigh5 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public codeelastic/cloudbeat contains `deploy/k8s/fleet-managed-agent.yml`, `deploy/k8s/kind/kind-mono.yml`, `deploy/k8s/kind/kind-multi.yml`, `deploy/k8s/kind/kind-test-files.yml`, `deploy/k8s/kind/kind-test-proc-conf1.yml`source · 18 Oct 2026
Found in public codeelastic/beats contains `.buildkite/deploy/kubernetes/deploy-k8s-pipeline.yml`, `deploy/kubernetes/auditbeat-kubernetes.yaml`, `deploy/kubernetes/auditbeat/auditbeat-configmap.yaml`, `deploy/kubernetes/auditbeat/auditbeat-daemonset.yaml`, `deploy/kubernetes/auditbeat/auditbeat-role-binding.yaml`source · 18 Oct 2026
Mentioned in job posting"Agentic AI Engineer" posting: "…ith DevOps practices and infrastructure automation using Terraform, Docker, and Kubernetes for scalable AI deployments. Security & Network Fundamentals: Strong knowledge…"source · 23 Jul 2026
Mentioned in job posting"Consulting Architect - Observability" posting: "…h: Hands-on experience in Linux, networking, security, containerization (Docker/Kubernetes), and infrastructure automation. Programming/Scripting: Experience utilizing pr…"source · 5 Dec 2025
Mentioned in job posting"Consulting Architect - Search" posting: "…h: Hands-on experience in Linux, networking, security, containerization (Docker/Kubernetes), and infrastructure automation. Programming/Scripting: Experience utilizing pr…"source · 5 Dec 2025
First observed 11 Oct 2026
Docker Composemedium6 evidenceEvidence
Found in public code or configuration
Found in public codeelastic/crawler contains `docker-compose.yaml`source · 18 Oct 2026
Found in public codeelastic/elasticsearch contains `dev-tools/prometheus-local/docker-compose.yml`, `qa/remote-clusters/docker-compose.yml`source · 18 Oct 2026
Found in public codeelastic/kibana contains `src/platform/packages/private/kbn-health-gateway-server/scripts/docker-compose.yml`source · 18 Oct 2026
Found in public codeelastic/beats contains `.buildkite/deploy/docker/docker-compose.yml`, `auditbeat/docker-compose.yml`, `filebeat/docker-compose.yml`, `heartbeat/docker-compose.yml`, `libbeat/docker-compose.yml`source · 18 Oct 2026
Found in public codeelastic/logstash contains `x-pack/distributions/internal/observabilitySRE/qa/acceptance/docker/docker-compose.yml`, `x-pack/distributions/internal/observabilitySRE/qa/smoke/docker/docker-compose.yml`source · 16 Oct 2026
Found in public codeelastic/go-elasticsearch contains `_examples/bulk/kafka/docker-compose.yml`, `_examples/xkcdsearch/docker-compose.yaml`source · 9 Oct 2026
First observed 11 Oct 2026
Serverless Frameworkmedium1 evidenceEvidence
Found in public code or configuration
Found in public codeelastic/kibana contains `config/serverless.yml`source · 18 Oct 2026
First observed 11 Oct 2026
Argo CDmedium3 evidenceEvidence
Named in 17 engineering job postings
Mentioned in job posting"Principal Software Engineer I - CI/CD - Platform Engineering Productivity" posting: "…ds-on with CI infrastructure (Buildkite, GitHub Actions, or equivalent), GitOps/ArgoCD, and Kubernetes. You use AI to accelerate your own work and your team's and you…"source · 9 Oct 2026
Mentioned in job posting"Principal Software Engineer I - CI/CD - Platform Engineering Productivity" posting: "…ds-on with CI infrastructure (Buildkite, GitHub Actions, or equivalent), GitOps/ArgoCD, and Kubernetes. You use AI to accelerate your own work and your team's and you…"source · 9 Oct 2026
Mentioned in job posting"Principal Software Engineer I - CI/CD - Platform Engineering Productivity" posting: "…ds-on with CI infrastructure (Buildkite, GitHub Actions, or equivalent), GitOps/ArgoCD, and Kubernetes. You use AI to accelerate your own work and your team's and you…"source · 9 Oct 2026
First observed 11 Oct 2026
Envoymedium3 evidenceEvidence
Named in 3 engineering job postings
Mentioned in job posting"Principal Software Engineer (Networking) - Platform Infra " posting: "…us Points Hands-on experience with Kubernetes networking (Cilium, external-dns, Envoy Gateway, and Crossplane) and with at least one major cloud provider (AWS, Azure…"source · 12 Aug 2026
Mentioned in job posting"Principal Software Engineer (Networking) - Platform Infra " posting: "…us Points Hands-on experience with Kubernetes networking (Cilium, external-dns, Envoy Gateway, and Crossplane) and with at least one major cloud provider (AWS, Azure…"source · 12 Aug 2026
Mentioned in job posting"Principal Software Engineer (Networking) - Platform Infra " posting: "…us Points Hands-on experience with Kubernetes networking (Cilium, external-dns, Envoy Gateway, and Crossplane) and with at least one major cloud provider (AWS, Azure…"source · 12 Aug 2026
First observed 11 Oct 2026
Helmmedium3 evidenceEvidence
Named in 7 engineering job postings
Mentioned in job posting"Senior Information Security Infrastructure Engineer - Security Architecture - InfoSec" posting: "…ncludes managing pipelines, index templates, and alerts. Utilize Kubernetes and Helm to deploy scheduled ingest jobs. Use AI automation and tooling to reduce toil.…"source · 11 Sept 2026
Mentioned in job posting"Senior Information Security Infrastructure Engineer - Security Architecture - InfoSec" posting: "…ncludes managing pipelines, index templates, and alerts. Utilize Kubernetes and Helm to deploy scheduled ingest jobs. Use AI automation and tooling to reduce toil.…"source · 11 Sept 2026
Mentioned in job posting"Senior Information Security Infrastructure Engineer - Security Architecture - InfoSec" posting: "…ncludes managing pipelines, index templates, and alerts. Utilize Kubernetes and Helm to deploy scheduled ingest jobs. Use AI automation and tooling to reduce toil.…"source · 11 Sept 2026
Mentioned in job posting"Consulting Architect - Security (EMEA / Public Sector eligible ) " posting: "…in Git Experience automating deployments and lifecycle management with Python, Terraform, and CI/CD tooling (e.g., GitLab pipelines) Experience deploying and operating…"source · 2 Sept 2026
Mentioned in job posting"Agentic AI Engineer" posting: "…e & IaC: Provision and manage robust cloud environments (AWS, Azure, GCP) using Terraform to support the high-concurrency demands of LLM inferences and multi-agent coord…"source · 23 Jul 2026
Mentioned in job posting"Consulting Architect - Observability" posting: "…cation. Additional Elastic Certifications Comfortable with Ansible, JavaScript, Terraform Experience working closely with a pre-sales organization in scoping customer ne…"source · 5 Dec 2025
First observed 11 Oct 2026
CloudFormationmedium2 evidenceEvidence
Found in public code or configuration
Found in public codeelastic/cloudbeat contains `.github/workflows/cloudformation-ci.yml`source · 18 Oct 2026
Found in public codeelastic/beats contains `x-pack/metricbeat/module/awsfargate/cloudformation.yml`source · 18 Oct 2026
First observed 11 Oct 2026
Ansiblemedium3 evidenceEvidence
Named in 3 engineering job postings
Mentioned in job posting"Senior Site Reliability Engineer (Hosted Infra)" posting: "…s Points Production experience with any of: Terraform/OpenTofu, Puppet/OpenVox, Ansible, Argo CD, Argo Workflows, CUE, Docker, Kubernetes, Ubuntu, or Ubuntu Live Patch…"source · 24 Sept 2026
Mentioned in job posting"Senior Site Reliability Engineer (Observability & Analytics) – Platform Infra" posting: "…oling (Teleport). Experience with configuration management tools (e.g., Puppet, Ansible) at fleet scale. Exposure to FedRAMP, GovCloud, or other regulated/compliance-d…"source · 18 Sept 2026
Mentioned in job posting"Consulting Architect - Observability" posting: "…er's - Gen AI certification. Additional Elastic Certifications Comfortable with Ansible, JavaScript, Terraform Experience working closely with a pre-sales organization…"source · 5 Dec 2025
First observed 11 Oct 2026
Crossplanemedium3 evidenceEvidence
Named in 4 engineering job postings
Mentioned in job posting"Principal Software Engineer (Networking) - Platform Infra " posting: "…experience with Kubernetes networking (Cilium, external-dns, Envoy Gateway, and Crossplane) and with at least one major cloud provider (AWS, Azure, or GCP) and its networ…"source · 12 Aug 2026
Mentioned in job posting"Principal Software Engineer (Networking) - Platform Infra " posting: "…experience with Kubernetes networking (Cilium, external-dns, Envoy Gateway, and Crossplane) and with at least one major cloud provider (AWS, Azure, or GCP) and its networ…"source · 12 Aug 2026
Mentioned in job posting"Principal Software Engineer (Networking) - Platform Infra " posting: "…experience with Kubernetes networking (Cilium, external-dns, Envoy Gateway, and Crossplane) and with at least one major cloud provider (AWS, Azure, or GCP) and its networ…"source · 12 Aug 2026
First observed 11 Oct 2026
Puppetmedium3 evidenceEvidence
Named in 3 engineering job postings
Mentioned in job posting"Principal Consulting Architect - Observability/Security - ANZ" posting: "…ipting languages in a corporate environment like Python, Javascript, Go or Chef/Puppet etc. Understanding of databases Ability and willingness to travel from time to…"source · 29 Sept 2026
Mentioned in job posting"Senior Site Reliability Engineer (Hosted Infra)" posting: "…complexity. Bonus Points Production experience with any of: Terraform/OpenTofu, Puppet/OpenVox, Ansible, Argo CD, Argo Workflows, CUE, Docker, Kubernetes, Ubuntu, or…"source · 24 Sept 2026
Mentioned in job posting"Consulting Architect - Security/SIEM (Canberra)" posting: "…ipting languages in a corporate environment like Python, Javascript, Go or Chef/Puppet etc. Understanding of databases Ability and willingness to travel from time to…"source · 24 Aug 2026
First observed 11 Oct 2026
· 18 Oct 2026
Found in public codeelastic/elasticsearch contains `.github/workflows/check-esql-generated-headers.yml`, `.github/workflows/docs-build.yml`, `.github/workflows/docs-deploy.yml`, `.github/workflows/docs-preview-cleanup.yml`, `.github/workflows/gradle-wrapper-validation.yml`source · 18 Oct 2026
Found in public codeelastic/kibana contains `.github/workflows/add-fleet-issues-to-ingest-project.yml`, `.github/workflows/add-rna-closes-label.yml`, `.github/workflows/add-to-apm-project.yml`, `.github/workflows/alert-failed-test.yml`, `.github/workflows/assign-backport-reviewer.yml`source · 18 Oct 2026
Found in public codeelastic/beats contains `.github/workflows/auditbeat-macos-unit-tests.yml`, `.github/workflows/backport-active.yml`, `.github/workflows/buildkite-test-flaky.yml`, `.github/workflows/bump-elastic-stack-snapshot.yml`, `.github/workflows/bump-golang.yml`source · 18 Oct 2026
First observed 11 Oct 2026
Buildkitehigh13 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public codeelastic/cloudbeat contains `.buildkite/README.md`, `.buildkite/dra-scheduler-pipeline.yml`, `.buildkite/pipeline.yml`, `.buildkite/scripts/dra-annotate.sh`, `.buildkite/scripts/dra-generate.sh`source · 18 Oct 2026
Found in public codeelastic/crawler contains `.buildkite/pipeline.yml`, `.buildkite/publish/build-and-push-multiarch-docker.sh`, `.buildkite/publish/build-docker.sh`, `.buildkite/publish/publish-common.sh`, `.buildkite/publish/push-docker.sh`source · 18 Oct 2026
Found in public codeelastic/terraform-provider-ec contains `.buildkite/acceptance.sh`, `.buildkite/acceptance_pipeline.yml`, `.buildkite/hooks/pre-command`, `.buildkite/hooks/pre-exit`, `.buildkite/pull-requests.json`source · 18 Oct 2026
Found in public codeelastic/elasticsearch contains `.buildkite/.editorconfig`, `.buildkite/.gitignore`, `.buildkite/.nvmrc`, `.buildkite/README.md`, `.buildkite/check-es-serverless.sh`source · 18 Oct 2026
Found in public codeelastic/kibana contains `.buildkite/.npmrc`, `.buildkite/README.md`, `.buildkite/disabled_jest_configs.json`, `.buildkite/ftr-manifests/ftr_base_serverless_configs.yml`, `.buildkite/ftr-manifests/ftr_configs_manifests.json`source · 18 Oct 2026
Found in public codeelastic/beats contains `.buildkite/auditbeat/auditbeat-pipeline.yml`, `.buildkite/aws-tests-pipeline.yml`, `.buildkite/beats-tests-pipeline.yml`, `.buildkite/deploy/docker/docker-compose.yml`, `.buildkite/deploy/kubernetes/deploy-k8s-pipeline.yml`source · 18 Oct 2026
First observed 11 Oct 2026
Gradlehigh5 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public codeelastic/elasticsearch contains `benchmarks/build.gradle`, `benchmarks/common/build.gradle`, `benchmarks/processor/build.gradle`, `build-conventions/build.gradle`, `build-tools-internal/build.gradle`source · 18 Oct 2026
Found in public codeelastic/logstash contains `build.gradle`, `buildSrc/build.gradle`, `docker/data/logstash/env2yaml/build.gradle`, `logstash-core/benchmarks/build.gradle`, `logstash-core/build.gradle`source · 16 Oct 2026
Mentioned in job posting"Senior Java Engineer - Core / Infra - Elasticsearch" posting: "…dge of Go Knowledge of containers and Kubernetes Knowledge of Java build tools (Gradle, Maven, etc), with a strong preference for Gradle experience. Experience workin…"source · 25 Sept 2026
Mentioned in job posting"Senior Java Engineer - Core / Infra - Elasticsearch" posting: "…dge of Go Knowledge of containers and Kubernetes Knowledge of Java build tools (Gradle, Maven, etc), with a strong preference for Gradle experience. Experience workin…"source · 25 Sept 2026
Mentioned in job posting"Senior Java Developer - Core/Infra - Elasticsearch" posting: "…dge of Go Knowledge of containers and Kubernetes Knowledge of Java build tools (Gradle, Maven, etc), with a strong preference for Gradle experience. Experience workin…"source · 20 Jul 2026
First observed 11 Oct 2026
Renovatemedium5 evidenceEvidence
Found in public code or configuration
Found in public codeelastic/cloudbeat contains `renovate.json`source · 18 Oct 2026
Found in public codeelastic/crawler contains `renovate.json`source · 18 Oct 2026
Found in public codeelastic/terraform-provider-ec contains `renovate.json`source · 18 Oct 2026
Found in public codeelastic/elasticsearch contains `renovate.json`source · 18 Oct 2026
Found in public codeelastic/kibana contains `renovate.json`source · 18 Oct 2026
First observed 11 Oct 2026
pre-commitmedium4 evidenceEvidence
Found in public code or configuration
Found in public codeelastic/cloudbeat contains `.pre-commit-config.yaml`source · 18 Oct 2026
Found in public codeelastic/beats contains `.pre-commit-config.yaml`source · 18 Oct 2026
Found in public codeelastic/logstash contains `.pre-commit-config.yaml`source · 16 Oct 2026
Found in public codeelastic/go-elasticsearch contains `.pre-commit-config.yaml`source · 9 Oct 2026
First observed 11 Oct 2026
Dependabotmedium2 evidenceEvidence
Found in public code or configuration
Found in public codeelastic/beats contains `.github/dependabot.yml`source · 18 Oct 2026
Found in public codeelastic/logstash contains `.github/dependabot.yml`source · 16 Oct 2026
First observed 11 Oct 2026
Mavenmedium3 evidenceEvidence
Named in 13 engineering job postings
Mentioned in job posting"Senior Java Engineer - Core / Infra - Elasticsearch" posting: "…o Knowledge of containers and Kubernetes Knowledge of Java build tools (Gradle, Maven, etc), with a strong preference for Gradle experience. Experience working in a…"source · 25 Sept 2026
Mentioned in job posting"Senior Java Engineer - Core / Infra - Elasticsearch" posting: "…o Knowledge of containers and Kubernetes Knowledge of Java build tools (Gradle, Maven, etc), with a strong preference for Gradle experience. Experience working in a…"source · 25 Sept 2026
Mentioned in job posting"Senior Java Developer - Core/Infra - Elasticsearch" posting: "…o Knowledge of containers and Kubernetes Knowledge of Java build tools (Gradle, Maven, etc), with a strong preference for Gradle experience. Experience working in a…"source · 20 Jul 2026
First observed 11 Oct 2026
GitLab CIlow1 evidenceEvidence
Single weak signal (web)
Web research (Gemini + Google Search)Web research: "CI/CD pipeline abuse: the problem no one is watching" — Elastic Security Labs open-sourced cicd-abuse-detector, a CI template combining Bash and Claude LLM reasoning to flag malicious workflow modifications across Gisource · 1 Apr 2026
First observed 18 Oct 2026
· 18 Oct 2026
Found in public code`go.mod` in elastic/beats declares `go.opentelemetry.io/otel`, `go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetricgrpc`, `go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp`, `go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc`, `go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp`source · 18 Oct 2026
Found in public code`logstash-core/build.gradle` in elastic/logstash declares `io.opentelemetry`, `opentelemetry-bom`, `opentelemetry-api`, `opentelemetry-sdk`, `opentelemetry-sdk-metrics`source · 16 Oct 2026
Found in public code`go.mod` in elastic/go-elasticsearch declares `go.opentelemetry.io/otel/trace`, `go.opentelemetry.io/otel`, `go.opentelemetry.io/otel/metric`, `go.opentelemetry.io/otel/sdk`source · 9 Oct 2026
First observed 11 Oct 2026
Elastic Stackhigh6 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public codeCI workflow `.github/workflows/backport.yml` in elastic/crawler: "…4295c223e0bb666b733df41de1c5 # v2 with: repository: 'swiftype/kibana-github-actions' ref: main path: ./actions - name: In…"source · 18 Oct 2026
Found in public codeCI workflow `.github/workflows/label_commenter.yml` in elastic/eui: "…d to perform the following due diligence steps below, to assist EUI in our next Kibana upgrade: - If this PR contains **prop/API changes**:…"source · 18 Oct 2026
Found in public codeCI workflow `.github/workflows/bump-logstash.yml` in elastic/logstash: "name: bump-logstash-version on: workflow_dispatch: inputs: logstash-version: d…"source · 16 Oct 2026
Mentioned in job posting"Full-Stack Senior Software Engineer" posting: "…to an agile Build and Buy strategy. Powered by the Elastic Stack—Elasticsearch, Kibana, Elastic ML, and native AI capabilities—our team builds custom, enterprise-grad…"source · 5 Oct 2026
Mentioned in job posting"Consulting Architect - Security (EMEA / Public Sector eligible ) " posting: "…s Architect and build large-scale data ingestion with Elastic Agent, Beats, and Logstash, normalising data to ECS and integrating sources such as Kafka, Azure Event Hub…"source · 2 Sept 2026
Mentioned in job posting"Customer Architect" posting: "…bservability, Security, Enterprise Search) or the Elastic stack (Elasticsearch, Logstash, Kibana) and how to align them with business objectives is a plus. Excellent co…"source · 7 Aug 2026
First observed 11 Oct 2026
Prometheushigh5 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public code`go.mod` in elastic/cloudbeat declares `github.com/prometheus/client_golang`source · 18 Oct 2026
Found in public code`go.mod` in elastic/beats declares `github.com/prometheus/client_golang`source · 18 Oct 2026
Mentioned in job posting"Senior Site Reliability Engineer (Hosted Infra)" posting: "…l during incidents and using observability tools (e.g. Elastic Stack, Graphite, Prometheus, Influx) to diagnose issues, quantify impact, and confirm mitigations. Hands-on…"source · 24 Sept 2026
Mentioned in job posting"Principal Software Developer - Storage Engine - Elasticsearch" posting: "…ore data storage technologies like Elasticsearch, Solr, PostgreSQL, MongoDB, or Prometheus and have some idea how they work and why they work that way. You have strong co…"source · 20 Jul 2026
Mentioned in job posting"Principal Software Engineer - Storage Engine - Elasticsearch" posting: "…ore data storage technologies like Elasticsearch, Solr, PostgreSQL, MongoDB, or Prometheus and have some idea how they work and why they work that way. You have strong co…"source · 20 Jul 2026
First observed 11 Oct 2026
Datadogmedium3 evidenceEvidence
Named in 3 engineering job postings
Mentioned in job posting"Principal Consulting Architect - Observability/Security - ANZ" posting: "…xperience deploying Elastic Observability solutions or similar domains (Splunk, Datadog, Dynatrace, New Relic, AppDynamics, Sentinel, Grafana Labs) Hands-on experience…"source · 29 Sept 2026
Mentioned in job posting"Principal Software Developer - Query Engine, Database Internals - Elasticsearch" posting: "…search and analytics APIs, some examples may include Splunk SPL, Elasticsearch, Datadog, Dynatrace, and New Relic. Strong skills in core Java and are conversant in the…"source · 1 Sept 2026
Mentioned in job posting"Principal Software Engineer - Query Engine, Database Internals - Elasticsearch" posting: "…search and analytics APIs, some examples may include Splunk SPL, Elasticsearch, Datadog, Dynatrace, and New Relic. Strong skills in core Java and are conversant in the…"source · 7 Apr 2026
First observed 11 Oct 2026
New Relicmedium3 evidenceEvidence
Named in 3 engineering job postings
Mentioned in job posting"Principal Consulting Architect - Observability/Security - ANZ" posting: "…Elastic Observability solutions or similar domains (Splunk, Datadog, Dynatrace, New Relic, AppDynamics, Sentinel, Grafana Labs) Hands-on experience in on-prem systems an…"source · 29 Sept 2026
Mentioned in job posting"Principal Software Developer - Query Engine, Database Internals - Elasticsearch" posting: "…s, some examples may include Splunk SPL, Elasticsearch, Datadog, Dynatrace, and New Relic. Strong skills in core Java and are conversant in the standard library of data…"source · 1 Sept 2026
Mentioned in job posting"Principal Software Engineer - Query Engine, Database Internals - Elasticsearch" posting: "…s, some examples may include Splunk SPL, Elasticsearch, Datadog, Dynatrace, and New Relic. Strong skills in core Java and are conversant in the standard library of data…"source · 7 Apr 2026
First observed 11 Oct 2026
Splunkmedium3 evidenceEvidence
Named in 5 engineering job postings
Mentioned in job posting"Principal Consulting Architect - Observability/Security - ANZ" posting: "…Solid experience deploying Elastic Observability solutions or similar domains (Splunk, Datadog, Dynatrace, New Relic, AppDynamics, Sentinel, Grafana Labs) Hands-on e…"source · 29 Sept 2026
Mentioned in job posting"Consulting Architect - Security (EMEA / Public Sector eligible ) " posting: "…Solid experience deploying Elastic Security or comparable SIEM platforms (e.g., Splunk, MS Sentinel, QRadar, ArcSight) and/or EDR platforms (e.g., CrowdStrike, MS Def…"source · 2 Sept 2026
Mentioned in job posting"Consulting Architect - Security/SIEM (Canberra)" posting: "…Solid experience deploying Elastic Security solutions or similar SIEM domains (Splunk, ArcSight, IBM QRadar). Alternatively, at least 2 years' experience working as…"source · 24 Aug 2026
First observed 11 Oct 2026
Grafanalow1 evidenceEvidence
Single weak signal (jobs)
Mentioned in job posting"Principal Consulting Architect - Observability/Security - ANZ" posting: "…similar domains (Splunk, Datadog, Dynatrace, New Relic, AppDynamics, Sentinel, Grafana Labs) Hands-on experience in on-prem systems and/or public/private cloud platfo…"source · 29 Sept 2026
Mentioned in job posting"Agentic AI Engineer" posting: "…; Employee Polygraph Protection Act (EPPA) Poster and Know Your Rights (Poster) Elasticsearch develops and distributes technology and information that is subject to U.S. and…"source · 23 Jul 2026
Mentioned in job posting"Consulting Architect - Observability" posting: "…; Employee Polygraph Protection Act (EPPA) Poster and Know Your Rights (Poster) Elasticsearch develops and distributes technology and information that is subject to U.S. and…"source · 5 Dec 2025
First observed 11 Oct 2026
MongoDBhigh5 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public code`package.json` in elastic/kibana declares `mongodb`source · 18 Oct 2026
Found in public code`go.mod` in elastic/beats declares `go.mongodb.org/mongo-driver`source · 18 Oct 2026
Mentioned in job posting"Principal Software Developer - Query Engine, Database Internals - Elasticsearch" posting: "…Experience with data storage technologies like Elasticsearch, Solr, PostgreSQL, MongoDB, or Cassandra, and an understanding of how they work and why they work that way…"source · 1 Sept 2026
Mentioned in job posting"Principal Software Developer - Search Algorithms - Elasticsearch" posting: "…ve used several data storage technologies like Elasticsearch, Solr, PostgreSQL, MongoDB, or Cassandra and have some idea how they work and why they work that way. You…"source · 27 Aug 2026
Mentioned in job posting"Principal Software Developer - Storage Engine - Elasticsearch" posting: "…ith one or more data storage technologies like Elasticsearch, Solr, PostgreSQL, MongoDB, or Prometheus and have some idea how they work and why they work that way. You…"source · 20 Jul 2026
First observed 11 Oct 2026
MySQLhigh5 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public code`package.json` in elastic/kibana declares `mysql2`source · 18 Oct 2026
Found in public code`go.mod` in elastic/beats declares `github.com/go-sql-driver/mysql`source · 18 Oct 2026
Mentioned in job posting"Senior Software Engineer - Streams - Observability" posting: "…processing platforms (such as Kafka), database technologies (e.g., Postgres or MySQL) and network technologies (e.g., TCP, UDP and HTTP). Exposure to the Elastic st…"source · 4 Oct 2026
Mentioned in job posting"Senior Software Engineer - Streams - Observability" posting: "…processing platforms (such as Kafka), database technologies (e.g., Postgres or MySQL) and network technologies (e.g., TCP, UDP and HTTP). Exposure to the Elastic st…"source · 4 Oct 2026
Mentioned in job posting"Senior Software Engineer - Streams - Observability" posting: "…processing platforms (such as Kafka), database technologies (e.g., Postgres or MySQL) and network technologies (e.g., TCP, UDP and HTTP). Exposure to the Elastic st…"source · 4 Oct 2026
First observed 11 Oct 2026
PostgreSQLhigh5 evidenceEvidence
Confirmed by 2 independent sources (code, jobs)
Found in public code`go.mod` in elastic/cloudbeat declares `github.com/lib/pq`source · 18 Oct 2026
Found in public code`go.mod` in elastic/beats declares `github.com/lib/pq`source · 18 Oct 2026
Mentioned in job posting"Principal Software Developer - Query Engine, Database Internals - Elasticsearch" posting: "…components. Experience with data storage technologies like Elasticsearch, Solr, PostgreSQL, MongoDB, or Cassandra, and an understanding of how they work and why they work…"source · 1 Sept 2026
Mentioned in job posting"Principal Software Developer - Search Algorithms - Elasticsearch" posting: "…ftware. You've used several data storage technologies like Elasticsearch, Solr, PostgreSQL, MongoDB, or Cassandra and have some idea how they work and why they work that…"source · 27 Aug 2026
Mentioned in job posting"Principal Software Developer - Storage Engine - Elasticsearch" posting: "…experience with one or more data storage technologies like Elasticsearch, Solr, PostgreSQL, MongoDB, or Prometheus and have some idea how they work and why they work that…"source · 20 Jul 2026
First observed 11 Oct 2026
Redismedium1 evidenceEvidence
Found in public code or configuration
Found in public code`go.mod` in elastic/cloudbeat declares `github.com/redis/go-redis/v9`source · 18 Oct 2026
First observed 11 Oct 2026
Cassandramedium3 evidenceEvidence
Named in 44 engineering job postings
Mentioned in job posting"Principal Software Developer - Query Engine, Database Internals - Elasticsearch" posting: "…ith data storage technologies like Elasticsearch, Solr, PostgreSQL, MongoDB, or Cassandra, and an understanding of how they work and why they work that way. Excellent ve…"source · 1 Sept 2026
Mentioned in job posting"Principal Software Developer - Search Algorithms - Elasticsearch" posting: "…ral data storage technologies like Elasticsearch, Solr, PostgreSQL, MongoDB, or Cassandra and have some idea how they work and why they work that way. You have excellent…"source · 27 Aug 2026
Mentioned in job posting"Principal Software Developer - Vector Search - Elasticsearch" posting: "…ral data storage technologies like Elasticsearch, Solr, PostgreSQL, MongoDB, or Cassandra and have some idea how they work and why they work that way. You have excellent…"source · 27 Aug 2026
First observed 11 Oct 2026
DynamoDBmedium3 evidenceEvidence
Named in 3 engineering job postings
Mentioned in job posting"Senior Software Engineer - SSC" posting: "…rpower, and you're all about the details. Knowledge in NoSQL databases, such as DynamoDB and Elasticsearch. You're an awesome communicator and a great team player. Fast…"source · 6 Aug 2026
Mentioned in job posting"Senior Software Engineer - SSC" posting: "…rpower, and you're all about the details. Knowledge in NoSQL databases, such as DynamoDB and Elasticsearch. You're an awesome communicator and a great team player. Fast…"source · 6 Aug 2026
Mentioned in job posting"Senior Software Engineer - SSC" posting: "…rpower, and you're all about the details. Knowledge in NoSQL databases, such as DynamoDB and Elasticsearch. You're an awesome communicator and a great team player. Fast…"source · 6 Aug 2026
First observed 11 Oct 2026
Kafkamedium3 evidenceEvidence
Named in 11 engineering job postings
Mentioned in job posting"Lead Data Engineer" posting: "…transformation and delivery — using tools like Apache Airflow, Spark, Iceberg, Kafka, Flink, and dbt Labs. Beyond the technical work, you'll spend meaningful time w…"source · 6 Oct 2026
Mentioned in job posting"Senior Software Engineer -Observability, Managed Inputs " posting: "…roubleshooting skills. Hands-on experience with Kubernetes, IaC (Terraform) and Kafka At least Intermediate experience with Observability (tracing, metrics, logs, pr…"source · 16 Sept 2026
Mentioned in job posting"Consulting Architect - Security (EMEA / Public Sector eligible ) " posting: "…t, Beats, and Logstash, normalising data to ECS and integrating sources such as Kafka, Azure Event Hub, and AWS S3 Develop security content aligned to the customer's…"source · 2 Sept 2026
First observed 11 Oct 2026
BigQuerylow2 evidenceEvidence
Single weak signal (jobs)
Mentioned in job posting"Analytics Engineer, HR Analytics" posting: "…nds-on build role that will develop and maintain HR's data pipelines on our GCP/BigQuery/dbt data model, with an AI-powered analytics layer on top. Core platform infras…"source · 5 Oct 2026
Mentioned in job posting"Sr. Director, Enterprise Data" posting: "…rategic familiarity with modern cloud data stacks (e.g., Snowflake, Databricks, BigQuery, AWS/Azure data suites) and enterprise MDM platforms (e.g., Informatica, Reltio…"source · 16 Sept 2026
First observed 11 Oct 2026
dbtlow2 evidenceEvidence
Single weak signal (jobs)
Mentioned in job posting"Lead Data Engineer" posting: "…d delivery — using tools like Apache Airflow, Spark, Iceberg, Kafka, Flink, and dbt Labs. Beyond the technical work, you'll spend meaningful time with stakeholders…"source · 6 Oct 2026
Mentioned in job posting"Analytics Engineer, HR Analytics" posting: "…ild role that will develop and maintain HR's data pipelines on our GCP/BigQuery/dbt data model, with an AI-powered analytics layer on top. Core platform infrastruc…"source · 5 Oct 2026
First observed 11 Oct 2026
Snowflakelow2 evidenceEvidence
Single weak signal (jobs)
Mentioned in job posting"Sr. Application Engineer - Xactly" posting: "…for Connect job automation, and familiarity with data warehousing or BI tools (Snowflake, Tableau, etc. ). Compensation for this role is in the form of base salary. Thi…"source · 29 Sept 2026
Mentioned in job posting"Sr. Director, Enterprise Data" posting: "…y: Deep hands-on and strategic familiarity with modern cloud data stacks (e.g., Snowflake, Databricks, BigQuery, AWS/Azure data suites) and enterprise MDM platforms (e.g…"source · 16 Sept 2026
First observed 11 Oct 2026
Airflowlow1 evidenceEvidence
Single weak signal (jobs)
Mentioned in job posting"Lead Data Engineer" posting: "…ngestion and streaming to transformation and delivery — using tools like Apache Airflow, Spark, Iceberg, Kafka, Flink, and dbt Labs. Beyond the technical work, you'll…"source · 6 Oct 2026
First observed 11 Oct 2026
Apache Flinklow1 evidenceEvidence
Single weak signal (jobs)
Mentioned in job posting"Lead Data Engineer" posting: "…ormation and delivery — using tools like Apache Airflow, Spark, Iceberg, Kafka, Flink, and dbt Labs. Beyond the technical work, you'll spend meaningful time with sta…"source · 6 Oct 2026
First observed 11 Oct 2026
Databrickslow1 evidenceEvidence
Single weak signal (jobs)
Mentioned in job posting"Sr. Director, Enterprise Data" posting: "…ds-on and strategic familiarity with modern cloud data stacks (e.g., Snowflake, Databricks, BigQuery, AWS/Azure data suites) and enterprise MDM platforms (e.g., Informati…"source · 16 Sept 2026
First observed 11 Oct 2026
Mentioned in job posting"Marketing AI Engineer" posting: "…ystems reliably. Experience connecting marketing platforms (Workfront, Marketo, Google Workspace, or similar) to external tools and services through system-level integrations.…"source · 14 Oct 2026
Found in public code`package.json` in elastic/kibana declares `@launchdarkly/js-client-sdk`, `@launchdarkly/node-server-sdk`, `@launchdarkly/openfeature-node-server`source · 18 Oct 2026
First observed 11 Oct 2026
Salesforcemedium3 evidenceEvidence
Named in 3 engineering job postings
Mentioned in job posting"Senior Salesforce Engineer" posting: "Senior Salesforce Engineer. Elastic, the Search AI Company, enables everyone to find the answers…"source · 25 Aug 2026
Mentioned in job posting"Lead Salesforce Full Stack AI Engineer" posting: "Lead Salesforce Full Stack AI Engineer. Elastic, the Search AI Company, enables everyone to fin…"source · 21 Aug 2026
Mentioned in job posting"Agentic AI Engineer" posting: "…ge: Knowledge of the broader agentic and workflow landscape (e.g., Workday A2A, Salesforce Agentforce, ServiceNow AI Agents). #LI-JM5 Compensation for this role is in the…"source · 23 Jul 2026
First observed 11 Oct 2026
Slackmedium3 evidenceEvidence
Named in 84 engineering job postings
Mentioned in job posting"Director of Software Engineering - Distributed Systems, Serverless - Elasticsearch" posting: "…buted across continents. We collaborate every day over email, GitHub, Zoom, and Slack. The ability to lead a distributed team is critical. What You Will Be Doing Dev…"source · 29 Sept 2026
Mentioned in job posting"Principal Software Developer - Query Engine, Database Internals - Elasticsearch" posting: "…y are. We collaborate across continents every day over email, GitHub, Zoom, and Slack. At our best, we write fast, scalable, and intuitive software. We believe that…"source · 1 Sept 2026
Mentioned in job posting"Principal Software Developer - Search Algorithms - Elasticsearch" posting: "…y are. We collaborate across continents every day over email, GitHub, Zoom, and Slack. At our best, we write fast, scalable and intuitive software. We believe that t…"source · 27 Aug 2026
First observed 11 Oct 2026
Oktalow1 evidenceEvidence
Single weak signal (jobs)
Mentioned in job posting"Okta Identity Engineer" posting: "Okta Identity Engineer. Elastic, the Search AI Company, enables everyone to find the…"source · 29 Jul 2026
DNS recordTXT verification record for Docker Hubsource
First observed 11 Oct 2026
DocuSignlow1 evidenceEvidence
Single weak signal (dns)
DNS recordTXT verification record for DocuSignsource
First observed 11 Oct 2026
Meta Businesslow1 evidenceEvidence
Single weak signal (dns)
DNS recordTXT verification record for Meta Businesssource
First observed 11 Oct 2026
Statuspagelow1 evidenceEvidence
Single weak signal (dns)
DNS recordTXT verification record for Statuspagesource
First observed 11 Oct 2026
Stripelow1 evidenceEvidence
Single weak signal (dns)
DNS recordTXT verification record for Stripesource
First observed 11 Oct 2026
· 18 Oct 2026
Found in public codeLikely microservices architecture: Dockerfiles in 9 repositories, Kubernetes/Helm in elastic/cloudbeat, elastic/beats, protobuf/gRPC in elastic/beatssource
Mentioned in job posting"Senior Software Engineer -Observability, Managed Inputs " posting: "…with Observability (tracing, metrics, logs, profiling) Strong understanding of microservice architecture and distributed systems, ability to understand tradeoffs between d…"source · 16 Sept 2026
Mentioned in job posting"Senior Software Engineer -Observability, Managed Inputs " posting: "…with Observability (tracing, metrics, logs, profiling) Strong understanding of microservice architecture and distributed systems, ability to understand tradeoffs between d…"source · 16 Sept 2026
First observed 11 Oct 2026
Monorepomedium3 evidenceEvidence
Found in public code or configuration
Found in public codeelastic/elasticsearch contains `.buildkite/pnpm-workspace.yaml`source · 18 Oct 2026
Found in public codeelastic/kibana contains `pnpm-workspace.yaml`source · 18 Oct 2026
Found in public codeelastic/go-elasticsearch contains `go.work`source · 9 Oct 2026
First observed 11 Oct 2026
Distributed systemsmedium3 evidenceEvidence
Named in 76 engineering job postings
Mentioned in job posting"Director of Software Engineering - Distributed Systems, Serverless - Elasticsearch" posting: "Director of Software Engineering - Distributed Systems, Serverless - Elasticsearch. Elastic, the Search AI Company, enables everyone t…"source · 29 Sept 2026
Mentioned in job posting"Consulting Architect - Security/SIEM (Canberra)" posting: "…gineer, System Administrator, or DevOps Engineer Hands-on experience with large distributed systems from an architecture and development perspective Knowledge of information retri…"source · 24 Aug 2026
Mentioned in job posting"Elastic Consulting Architect - Public Sector" posting: "…proficient in at least one programming language Hands-on experience with large distributed systems from an architecture and development perspective Knowledge of information retri…"source · 5 Aug 2026
First observed 11 Oct 2026
Event-driven architecturemedium3 evidenceEvidence
Named in 19 engineering job postings
Mentioned in job posting"Lead Salesforce Full Stack AI Engineer" posting: "…or over AI-generated output. Design and implement integrations using REST APIs, event-driven patterns, and enterprise integration practices. Where the work runs on Salesfor…"source · 21 Aug 2026
Mentioned in job posting"Principal Java Engineer - Distributed Systems, Serverless - Elasticsearch" posting: "…Data stores Search, analytics, Lucene Strong knowledge of the JDK Asynchronous event-driven network frameworks such as Netty Compensation for this role is in the form of b…"source · 12 Jun 2026
Mentioned in job posting"Principal Java Developer - Distributed Systems, Serverless - Elasticsearch" posting: "…Data stores Search, analytics, Lucene Strong knowledge of the JDK Asynchronous event-driven network frameworks such as Netty Compensation for this role is in the form of b…"source · 12 Jun 2026
First observed 11 Oct 2026
Multi-cloudmedium3 evidenceEvidence
Named in 3 engineering job postings
Mentioned in job posting"Senior Site Reliability Engineer (Hosted Infra)" posting: "…is The Role We are Cloud Infrastructure SREs that integrate, scale, and evolve multi-cloud infrastructure across 4 Cloud Service Providers, 70+ globally distributed regio…"source · 24 Sept 2026
Mentioned in job posting"Sr. Director, Enterprise Data" posting: "…pertise in setting up a Data Mesh or federated data architecture in a hybrid or multi-cloud environment. Active engagement or understanding of integrating AI/ML infrastruc…"source · 16 Sept 2026
Mentioned in job posting"Senior Network Security Engineer | Zero Trust Architecture" posting: "…gineer (VPN/VDI) who will take charge of designing, deploying, and managing our multi-cloud network and VDI infrastructure. In this role, you'll collaborate with engineeri…"source · 6 Aug 2026
First observed 11 Oct 2026
Platform engineeringmedium3 evidenceEvidence
Named in 10 engineering job postings
Mentioned in job posting"Principal Software Engineer I - CI/CD - Platform Engineering Productivity" posting: "Principal Software Engineer I - CI/CD - Platform Engineering Productivity. Elastic, the Search AI Company, enables everyone to find the answ…"source · 9 Oct 2026
Mentioned in job posting"Principal Software Engineer I - CI/CD - Platform Engineering Productivity" posting: "Principal Software Engineer I - CI/CD - Platform Engineering Productivity. Elastic, the Search AI Company, enables everyone to find the answ…"source · 9 Oct 2026
Mentioned in job posting" Principal, Agentic Engineering Platform" posting: "…of work, and project estimates. Act as the key technical link between services platform engineering and delivery teams, working closely with stakeholders to seamlessly integrate a…"source · 4 Aug 2026
First observed 11 Oct 2026
Serverless architecturemedium3 evidenceEvidence
Named in 44 engineering job postings
Mentioned in job posting"Director of Software Engineering - Distributed Systems, Serverless - Elasticsearch" posting: "Director of Software Engineering - Distributed Systems, Serverless - Elasticsearch. Elastic, the Search AI Company, enables everyone to find the a…"source · 29 Sept 2026
Mentioned in job posting"Principal Consulting Architect - Observability/Security - ANZ" posting: "…perience in Linux Good understanding of networking, security, containerization, serverless, DevOps in system landscapes and infrastructure automation knowledge. Experienc…"source · 29 Sept 2026
Mentioned in job posting"Consulting Architect - Security/SIEM (Canberra)" posting: "…perience in Linux Good understanding of networking, security, containerization, serverless, DevOps in system landscapes and infrastructure automation knowledge. Experienc…"source · 24 Aug 2026
First observed 11 Oct 2026
blog
The article explains how to build asynchronous, human-in-the-loop AI agent orchestration directly within Elasticsearch and Elastic Workflows. · 2026-09
F6Java [Programming languages] — high confidence (Confirmed by 3 independent sources (code, jobs, web)), 5.7% of public code. e.g. 5.7% of code across 291 public repositories (5.7% in repos pushed in the last 180 days); largest in elastic/elasticsearch (18 Oct 2026)source
F7Ruby [Programming languages] — high confidence (Confirmed by 2 independent sources (code, jobs)), 3.5% of public code. e.g. 3.5% of code across 291 public repositories (3.5% in repos pushed in the last 180 days); largest in elastic/elasticsearch-ruby (12 Oct 2026)source
F8Shell [Programming languages] — high confidence (Confirmed by 3 independent sources (code, jobs, web)), 2.8% of public code. e.g. 2.8% of code across 291 public repositories (2.8% in repos pushed in the last 180 days); largest in elastic/kibana (18 Oct 2026)source
F9C [Programming languages] — medium confidence (Found in public code or configuration), 2.3% of public code. e.g. 2.3% of code across 291 public repositories (2.3% in repos pushed in the last 180 days); largest in elastic/ebpf (18 Oct 2026)source
F10Rust [Programming languages] — high confidence (Confirmed by 2 independent sources (code, jobs)), 2.1% of public code. e.g. 2.1% of code across 291 public repositories (2.1% in repos pushed in the last 180 days); largest in elastic/elasticsearch-rs (12 Oct 2026)source
F11HTML [Programming languages] — medium confidence (Found in public code or configuration), 1.8% of public code. e.g. 1.8% of code across 291 public repositories (1.8% in repos pushed in the last 180 days); largest in elastic/ecs-dotnet (6 Oct 2026)source
F12PHP [Programming languages] — medium confidence (Found in public code or configuration), 1.7% of public code. e.g. 1.7% of code across 291 public repositories (1.7% in repos pushed in the last 180 days); largest in elastic/apm-agent-php (30 Sept 2026)source
F13C++ [Programming languages] — medium confidence (Named in 14 engineering job postings), 1% of public code. e.g. "Principal Software Engineer - Performance Tuning - Elasticsearch" posting: "…n. Bonus Points Experience integrating high-performance native libraries (e.g., C++, Rust, SIMD-accelerated code) into Java applications. Deep knowledge of modern…" (18 Aug 2026)source
F14SQL [Programming languages] — medium confidence (Named in 5 engineering job postings). e.g. "Lead Data Engineer" posting: "…deployments Proficient in programming languages, particularly Bash, Python, and SQL Knowledge of database systems, including OLAP, OLTP, Document, and Vector datab…" (6 Oct 2026)source
F15Node.js [Frameworks and libraries] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. elastic/elasticsearch contains `.buildkite/.nvmrc` (18 Oct 2026)source
F16React [Frameworks and libraries] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. `package.json` in elastic/kibana declares `react` (18 Oct 2026)source
F17LangChain [Frameworks and libraries] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. `package.json` in elastic/kibana declares `@langchain/aws`, `@langchain/classic`, `@langchain/core`, `@langchain/google-common`, `@langchain/google-vertexai` (18 Oct 2026)source
F18GraphQL [Frameworks and libraries] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. `package.json` in elastic/kibana declares `graphql` (18 Oct 2026)source
F19gRPC [Frameworks and libraries] — medium confidence (Found in public code or configuration). e.g. `go.mod` in elastic/cloudbeat declares `google.golang.org/grpc` (18 Oct 2026)source
F20Pandas [Frameworks and libraries] — medium confidence (Found in public code or configuration). e.g. `security-policies/pyproject.toml` in elastic/cloudbeat declares `pandas` (18 Oct 2026)source
F21Next.js [Frameworks and libraries] — medium confidence (Named in 3 engineering job postings). e.g. "Senior Software Engineer - SSC" posting: "…cript/TypeScript. Strong proficiency in Node.js server frameworks like Hapi and Next.js. Front-end tech like HTML5, CSS3, and responsive design is in your wheelhouse.…" (6 Aug 2026)source
F22AWS [Cloud platforms] — high confidence (Confirmed by 3 independent sources (code, jobs, dns)). e.g. `go.mod` in elastic/cloudbeat declares `github.com/aws/aws-sdk-go-v2`, `github.com/aws/aws-sdk-go-v2/config`, `github.com/aws/aws-sdk-go-v2/credentials`, `github.com/aws/aws-sdk-go-v2/feature/ec2/imds`, `github.com/aws/aws-sdk-go-v2/service/accessanalyzer` (18 Oct 2026)source
F23Microsoft Azure [Cloud platforms] — high confidence (Confirmed by 3 independent sources (code, jobs, web)). e.g. `go.mod` in elastic/cloudbeat declares `github.com/Azure/azure-sdk-for-go/sdk/azcore`, `github.com/Azure/azure-sdk-for-go/sdk/azidentity`, `github.com/Azure/azure-sdk-for-go/sdk/resourcemanager/appservice/armappservice/v6`, `github.com/Azure/azure-sdk-for-go/sdk/resourcemanager/keyvault/armkeyvault/v2`, `github.com/Azure/azure-sdk-for-go/sdk/resourcemanager/monitor/armmonitor` (18 Oct 2026)source
F24Google Cloud [Cloud platforms] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. `go.mod` in elastic/cloudbeat declares `cloud.google.com/go/asset`, `cloud.google.com/go/iam`, `cloud.google.com/go`, `cloud.google.com/go/accesscontextmanager`, `cloud.google.com/go/auth` (18 Oct 2026)source
F25Fastly [Cloud platforms] — low confidence (Single weak signal (dns)). e.g. www.elastic.co CNAME → dualstack.j.sni.global.fastly.net source
F26Docker [Containers & orchestration] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. elastic/cloudbeat contains `deploy/Dockerfile`, `deploy/Dockerfile.debug`, `scripts/packaging/docker/elastic-agent/Dockerfile` (18 Oct 2026)source
F27Kubernetes [Containers & orchestration] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. elastic/cloudbeat contains `deploy/k8s/fleet-managed-agent.yml`, `deploy/k8s/kind/kind-mono.yml`, `deploy/k8s/kind/kind-multi.yml`, `deploy/k8s/kind/kind-test-files.yml`, `deploy/k8s/kind/kind-test-proc-conf1.yml` (18 Oct 2026)source
F28Docker Compose [Containers & orchestration] — medium confidence (Found in public code or configuration). e.g. elastic/crawler contains `docker-compose.yaml` (18 Oct 2026)source
F29Serverless Framework [Containers & orchestration] — medium confidence (Found in public code or configuration). e.g. elastic/kibana contains `config/serverless.yml` (18 Oct 2026)source
F30Argo CD [Containers & orchestration] — medium confidence (Named in 17 engineering job postings). e.g. "Principal Software Engineer I - CI/CD - Platform Engineering Productivity" posting: "…ds-on with CI infrastructure (Buildkite, GitHub Actions, or equivalent), GitOps/ArgoCD, and Kubernetes. You use AI to accelerate your own work and your team's and you…" (9 Oct 2026)source
F31Envoy [Containers & orchestration] — medium confidence (Named in 3 engineering job postings). e.g. "Principal Software Engineer (Networking) - Platform Infra " posting: "…us Points Hands-on experience with Kubernetes networking (Cilium, external-dns, Envoy Gateway, and Crossplane) and with at least one major cloud provider (AWS, Azure…" (12 Aug 2026)source
F32Helm [Containers & orchestration] — medium confidence (Named in 7 engineering job postings). e.g. "Senior Information Security Infrastructure Engineer - Security Architecture - InfoSec" posting: "…ncludes managing pipelines, index templates, and alerts. Utilize Kubernetes and Helm to deploy scheduled ingest jobs. Use AI automation and tooling to reduce toil.…" (11 Sept 2026)source
F33Terraform [Infrastructure as code] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. elastic/cloudbeat contains `deploy/infrastructure-manager/gcp-cloud-connectors/main.tf`, `deploy/infrastructure-manager/gcp-cloud-connectors/modules/target_service_account/main.tf`, `deploy/infrastructure-manager/gcp-cloud-connectors/modules/target_service_account/outputs.tf`, `deploy/infrastructure-manager/gcp-cloud-connectors/modules/target_service_account/variables.tf`, `deploy/infrastructure-manager/gcp-cloud-connectors/modules/workload_identity/main.tf` (18 Oct 2026)source
F34CloudFormation [Infrastructure as code] — medium confidence (Found in public code or configuration). e.g. elastic/cloudbeat contains `.github/workflows/cloudformation-ci.yml` (18 Oct 2026)source
F35Ansible [Infrastructure as code] — medium confidence (Named in 3 engineering job postings). e.g. "Senior Site Reliability Engineer (Hosted Infra)" posting: "…s Points Production experience with any of: Terraform/OpenTofu, Puppet/OpenVox, Ansible, Argo CD, Argo Workflows, CUE, Docker, Kubernetes, Ubuntu, or Ubuntu Live Patch…" (24 Sept 2026)source
F36Crossplane [Infrastructure as code] — medium confidence (Named in 4 engineering job postings). e.g. "Principal Software Engineer (Networking) - Platform Infra " posting: "…experience with Kubernetes networking (Cilium, external-dns, Envoy Gateway, and Crossplane) and with at least one major cloud provider (AWS, Azure, or GCP) and its networ…" (12 Aug 2026)source
F37Puppet [Infrastructure as code] — medium confidence (Named in 3 engineering job postings). e.g. "Principal Consulting Architect - Observability/Security - ANZ" posting: "…ipting languages in a corporate environment like Python, Javascript, Go or Chef/Puppet etc. Understanding of databases Ability and willingness to travel from time to…" (29 Sept 2026)source
F38GitHub Actions [CI/CD & build] — high confidence (Confirmed by 3 independent sources (code, jobs, web)). e.g. elastic/cloudbeat contains `.github/workflows/arm-template-lint.yml`, `.github/workflows/auto-approve-bump-prs.yml`, `.github/workflows/auto-approve-renovate-prs.yaml`, `.github/workflows/backport-active.yml`, `.github/workflows/binary-size-monitor.yml` (18 Oct 2026)source
F39Buildkite [CI/CD & build] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. elastic/cloudbeat contains `.buildkite/README.md`, `.buildkite/dra-scheduler-pipeline.yml`, `.buildkite/pipeline.yml`, `.buildkite/scripts/dra-annotate.sh`, `.buildkite/scripts/dra-generate.sh` (18 Oct 2026)source
F40Gradle [CI/CD & build] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. elastic/elasticsearch contains `benchmarks/build.gradle`, `benchmarks/common/build.gradle`, `benchmarks/processor/build.gradle`, `build-conventions/build.gradle`, `build-tools-internal/build.gradle` (18 Oct 2026)source
F41Renovate [CI/CD & build] — medium confidence (Found in public code or configuration). e.g. elastic/cloudbeat contains `renovate.json` (18 Oct 2026)source
F42pre-commit [CI/CD & build] — medium confidence (Found in public code or configuration). e.g. elastic/cloudbeat contains `.pre-commit-config.yaml` (18 Oct 2026)source
F43Dependabot [CI/CD & build] — medium confidence (Found in public code or configuration). e.g. elastic/beats contains `.github/dependabot.yml` (18 Oct 2026)source
F44Maven [CI/CD & build] — medium confidence (Named in 13 engineering job postings). e.g. "Senior Java Engineer - Core / Infra - Elasticsearch" posting: "…o Knowledge of containers and Kubernetes Knowledge of Java build tools (Gradle, Maven, etc), with a strong preference for Gradle experience. Experience working in a…" (25 Sept 2026)source
F45GitLab CI [CI/CD & build] — low confidence (Single weak signal (web)). e.g. Web research: "CI/CD pipeline abuse: the problem no one is watching" — Elastic Security Labs open-sourced cicd-abuse-detector, a CI template combining Bash and Claude LLM reasoning to flag malicious workflow modifications across Gi (1 Apr 2026)source
F46OpenTelemetry [Observability] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. `go.mod` in elastic/cloudbeat declares `go.opentelemetry.io/otel`, `go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetricgrpc`, `go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc`, `go.opentelemetry.io/otel/sdk`, `go.opentelemetry.io/otel/sdk/metric` (18 Oct 2026)source
F47Elastic Stack [Observability] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. CI workflow `.github/workflows/backport.yml` in elastic/crawler: "…4295c223e0bb666b733df41de1c5 # v2 with: repository: 'swiftype/kibana-github-actions' ref: main path: ./actions - name: In…" (18 Oct 2026)source
F48Prometheus [Observability] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. `go.mod` in elastic/cloudbeat declares `github.com/prometheus/client_golang` (18 Oct 2026)source
F49Datadog [Observability] — medium confidence (Named in 3 engineering job postings). e.g. "Principal Consulting Architect - Observability/Security - ANZ" posting: "…xperience deploying Elastic Observability solutions or similar domains (Splunk, Datadog, Dynatrace, New Relic, AppDynamics, Sentinel, Grafana Labs) Hands-on experience…" (29 Sept 2026)source
F50New Relic [Observability] — medium confidence (Named in 3 engineering job postings). e.g. "Principal Consulting Architect - Observability/Security - ANZ" posting: "…Elastic Observability solutions or similar domains (Splunk, Datadog, Dynatrace, New Relic, AppDynamics, Sentinel, Grafana Labs) Hands-on experience in on-prem systems an…" (29 Sept 2026)source
F51Splunk [Observability] — medium confidence (Named in 5 engineering job postings). e.g. "Principal Consulting Architect - Observability/Security - ANZ" posting: "…Solid experience deploying Elastic Observability solutions or similar domains (Splunk, Datadog, Dynatrace, New Relic, AppDynamics, Sentinel, Grafana Labs) Hands-on e…" (29 Sept 2026)source
F52Grafana [Observability] — low confidence (Single weak signal (jobs)). e.g. "Principal Consulting Architect - Observability/Security - ANZ" posting: "…similar domains (Splunk, Datadog, Dynatrace, New Relic, AppDynamics, Sentinel, Grafana Labs) Hands-on experience in on-prem systems and/or public/private cloud platfo…" (29 Sept 2026)source
F53Elasticsearch [Data & messaging] — high confidence (Confirmed by 4 independent sources (code, jobs, articles, web)). e.g. `Gemfile` in elastic/crawler declares `elasticsearch` (18 Oct 2026)source
F54MongoDB [Data & messaging] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. `package.json` in elastic/kibana declares `mongodb` (18 Oct 2026)source
F55MySQL [Data & messaging] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. `package.json` in elastic/kibana declares `mysql2` (18 Oct 2026)source
F56PostgreSQL [Data & messaging] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. `go.mod` in elastic/cloudbeat declares `github.com/lib/pq` (18 Oct 2026)source
F57Redis [Data & messaging] — medium confidence (Found in public code or configuration). e.g. `go.mod` in elastic/cloudbeat declares `github.com/redis/go-redis/v9` (18 Oct 2026)source
F58Cassandra [Data & messaging] — medium confidence (Named in 44 engineering job postings). e.g. "Principal Software Developer - Query Engine, Database Internals - Elasticsearch" posting: "…ith data storage technologies like Elasticsearch, Solr, PostgreSQL, MongoDB, or Cassandra, and an understanding of how they work and why they work that way. Excellent ve…" (1 Sept 2026)source
F59DynamoDB [Data & messaging] — medium confidence (Named in 3 engineering job postings). e.g. "Senior Software Engineer - SSC" posting: "…rpower, and you're all about the details. Knowledge in NoSQL databases, such as DynamoDB and Elasticsearch. You're an awesome communicator and a great team player. Fast…" (6 Aug 2026)source
F60Kafka [Data & messaging] — medium confidence (Named in 11 engineering job postings). e.g. "Lead Data Engineer" posting: "…transformation and delivery — using tools like Apache Airflow, Spark, Iceberg, Kafka, Flink, and dbt Labs. Beyond the technical work, you'll spend meaningful time w…" (6 Oct 2026)source
F61BigQuery [Data & messaging] — low confidence (Single weak signal (jobs)). e.g. "Analytics Engineer, HR Analytics" posting: "…nds-on build role that will develop and maintain HR's data pipelines on our GCP/BigQuery/dbt data model, with an AI-powered analytics layer on top. Core platform infras…" (5 Oct 2026)source
F62dbt [Data & messaging] — low confidence (Single weak signal (jobs)). e.g. "Lead Data Engineer" posting: "…d delivery — using tools like Apache Airflow, Spark, Iceberg, Kafka, Flink, and dbt Labs. Beyond the technical work, you'll spend meaningful time with stakeholders…" (6 Oct 2026)source
F63Snowflake [Data & messaging] — low confidence (Single weak signal (jobs)). e.g. "Sr. Application Engineer - Xactly" posting: "…for Connect job automation, and familiarity with data warehousing or BI tools (Snowflake, Tableau, etc. ). Compensation for this role is in the form of base salary. Thi…" (29 Sept 2026)source
F64Airflow [Data & messaging] — low confidence (Single weak signal (jobs)). e.g. "Lead Data Engineer" posting: "…ngestion and streaming to transformation and delivery — using tools like Apache Airflow, Spark, Iceberg, Kafka, Flink, and dbt Labs. Beyond the technical work, you'll…" (6 Oct 2026)source
F65Apache Flink [Data & messaging] — low confidence (Single weak signal (jobs)). e.g. "Lead Data Engineer" posting: "…ormation and delivery — using tools like Apache Airflow, Spark, Iceberg, Kafka, Flink, and dbt Labs. Beyond the technical work, you'll spend meaningful time with sta…" (6 Oct 2026)source
F66Databricks [Data & messaging] — low confidence (Single weak signal (jobs)). e.g. "Sr. Director, Enterprise Data" posting: "…ds-on and strategic familiarity with modern cloud data stacks (e.g., Snowflake, Databricks, BigQuery, AWS/Azure data suites) and enterprise MDM platforms (e.g., Informati…" (16 Sept 2026)source
F67Atlassian [SaaS & tooling] — high confidence (Confirmed by 2 independent sources (jobs, dns)). e.g. "Full-Stack Senior Software Engineer" posting: "…lastic ML). Background replacing legacy enterprise platforms (e.g., ServiceNow, Jira, custom SaaS portals) with custom software solutions. Bachelor’s or Master’s de…" (5 Oct 2026)source
F68Google Workspace [SaaS & tooling] — high confidence (Confirmed by 2 independent sources (jobs, dns)). e.g. "Marketing AI Engineer" posting: "…ystems reliably. Experience connecting marketing platforms (Workfront, Marketo, Google Workspace, or similar) to external tools and services through system-level integrations.…" (14 Oct 2026)source
F69LaunchDarkly [SaaS & tooling] — medium confidence (Found in public code or configuration). e.g. `package.json` in elastic/kibana declares `@launchdarkly/js-client-sdk`, `@launchdarkly/node-server-sdk`, `@launchdarkly/openfeature-node-server` (18 Oct 2026)source
F70Salesforce [SaaS & tooling] — medium confidence (Named in 3 engineering job postings). e.g. "Senior Salesforce Engineer" posting: "Senior Salesforce Engineer. Elastic, the Search AI Company, enables everyone to find the answers…" (25 Aug 2026)source
F71Slack [SaaS & tooling] — medium confidence (Named in 84 engineering job postings). e.g. "Director of Software Engineering - Distributed Systems, Serverless - Elasticsearch" posting: "…buted across continents. We collaborate every day over email, GitHub, Zoom, and Slack. The ability to lead a distributed team is critical. What You Will Be Doing Dev…" (29 Sept 2026)source
F72Okta [SaaS & tooling] — low confidence (Single weak signal (jobs)). e.g. "Okta Identity Engineer" posting: "Okta Identity Engineer. Elastic, the Search AI Company, enables everyone to find the…" (29 Jul 2026)source
F73Adobe [SaaS & tooling] — low confidence (Single weak signal (dns)). e.g. TXT verification record for Adobe source
F74Docker Hub [SaaS & tooling] — low confidence (Single weak signal (dns)). e.g. TXT verification record for Docker Hub source
F75DocuSign [SaaS & tooling] — low confidence (Single weak signal (dns)). e.g. TXT verification record for DocuSign source
F76Meta Business [SaaS & tooling] — low confidence (Single weak signal (dns)). e.g. TXT verification record for Meta Business source
F77Statuspage [SaaS & tooling] — low confidence (Single weak signal (dns)). e.g. TXT verification record for Statuspage source
F78Stripe [SaaS & tooling] — low confidence (Single weak signal (dns)). e.g. TXT verification record for Stripe source
F79Microservices [Architecture signals] — high confidence (Confirmed by 2 independent sources (code, jobs)). e.g. elastic/elasticsearch has separate container definitions in 6+ directories (distribution/docker/src/docker, distribution/docker/src/docker/dockerfiles/cloud_ess_fips, distribution/docker/src/docker/dockerfiles/default, distribution/docker/src/docker/dockerfiles/ironbank) (18 Oct 2026)source
F80Monorepo [Architecture signals] — medium confidence (Found in public code or configuration). e.g. elastic/elasticsearch contains `.buildkite/pnpm-workspace.yaml` (18 Oct 2026)source
F81Distributed systems [Architecture signals] — medium confidence (Named in 76 engineering job postings). e.g. "Director of Software Engineering - Distributed Systems, Serverless - Elasticsearch" posting: "Director of Software Engineering - Distributed Systems, Serverless - Elasticsearch. Elastic, the Search AI Company, enables everyone t…" (29 Sept 2026)source
F82Event-driven architecture [Architecture signals] — medium confidence (Named in 19 engineering job postings). e.g. "Lead Salesforce Full Stack AI Engineer" posting: "…or over AI-generated output. Design and implement integrations using REST APIs, event-driven patterns, and enterprise integration practices. Where the work runs on Salesfor…" (21 Aug 2026)source
F83Multi-cloud [Architecture signals] — medium confidence (Named in 3 engineering job postings). e.g. "Senior Site Reliability Engineer (Hosted Infra)" posting: "…is The Role We are Cloud Infrastructure SREs that integrate, scale, and evolve multi-cloud infrastructure across 4 Cloud Service Providers, 70+ globally distributed regio…" (24 Sept 2026)source
F84Platform engineering [Architecture signals] — medium confidence (Named in 10 engineering job postings). e.g. "Principal Software Engineer I - CI/CD - Platform Engineering Productivity" posting: "Principal Software Engineer I - CI/CD - Platform Engineering Productivity. Elastic, the Search AI Company, enables everyone to find the answ…" (9 Oct 2026)source
F85Serverless architecture [Architecture signals] — medium confidence (Named in 44 engineering job postings). e.g. "Director of Software Engineering - Distributed Systems, Serverless - Elasticsearch" posting: "Director of Software Engineering - Distributed Systems, Serverless - Elasticsearch. Elastic, the Search AI Company, enables everyone to find the a…" (29 Sept 2026)source
M1GitHub activity Very active; activity score 94/100 (previous snapshot 99). 219 repos pushed in 30 days, 274 in 90 days; 368 commits in 90 days across 0 sampled repos; 307 contributors; 52 releases in 90 days. (18 Oct 2026)source
M2Recently active repository elastic/cloudbeat (last push 2026-10-18) (18 Oct 2026)source
M3Recently active repository elastic/crawler (last push 2026-10-18) (18 Oct 2026)source
M4Recently active repository elastic/terraform-provider-ec (last push 2026-10-18) (18 Oct 2026)source
R1Release v8.19.23 of elastic/beats published 2026-10-06 (6 Oct 2026)source
R2Release v9.4.8 of elastic/beats published 2026-10-06 (6 Oct 2026)source
R3Release v9.5.5 of elastic/elasticsearch published 2026-10-06 (6 Oct 2026)source
R4Release v8.19.23 of elastic/elasticsearch published 2026-10-06 (6 Oct 2026)source
R5Release v9.5.5 of elastic/beats published 2026-10-06 (6 Oct 2026)source
R6Release v9.5.5 of elastic/kibana published 2026-10-06 (6 Oct 2026)source
N1New public repository elastic/isomer created 2026-09-12 (12 Sept 2026)source
N2New public repository elastic/field-workshop-assets-public created 2026-09-09 (9 Sept 2026)source
N3New public repository elastic/homebrew-tools created 2026-08-08 (8 Aug 2026)source
N4New public repository elastic/claude-plugin created 2026-09-04 (4 Sept 2026)source
H1269 open engineering roles of 380 total on greenhouse (previous snapshot: 281). Most-mentioned technologies: Elasticsearch (269), Java (122), Slack (84), Distributed systems (76), Elastic Stack (62), PostgreSQL (59), Kubernetes (54), MongoDB (54). source
J1Open role "Principal Consulting Architect - Observability/Security - ANZ" (Consulting - APJ) mentioning Python, Java, JavaScript, AWS, Google Cloud, Microsoft Azure, Puppet, Grafana source
A5“How we caught the Axios supply chain attack” (Hacker News, 8 points) (3 Apr 2026)source
W1Web research (blog): “Apache Lucene 2025 improvements” — The post outlines performance enhancements in Apache Lucene and Elasticsearch using Java Panama vector APIs, SIMD bulk scoring, and the ACORN algorithm for filtered vector search. (1 Jan 2026)source
W2Web research (open_source): “CI/CD pipeline abuse: the problem no one is watching” — Elastic Security Labs open-sourced cicd-abuse-detector, a CI template combining Bash and Claude LLM reasoning to flag malicious workflow modifications across GitHub Actions, GitLab CI, and Azure DevOps. (1 Apr 2026)source
W3Web research (blog): “Multimodal search in Elasticsearch: jina-clip-v2 on EIS” — The article details joint vector indexing of images and text in Elasticsearch by deploying the jina-clip-v2 model through the Elastic Inference Service. (1 Jun 2026)source
W4Web research (blog): “Agentic workflows in Elasticsearch: pause an AI agent for human approval, resume 72 hours later” — The article explains how to build asynchronous, human-in-the-loop AI agent orchestration directly within Elasticsearch and Elastic Workflows. (1 Sept 2026)source
W5Web research (blog): “GPU-accelerated vector indexing in Elasticsearch with NVIDIA cuVS: 138M vectors in under 10 minutes” — Elastic engineers demonstrated scaling vector index builds for 138 million vectors in Elasticsearch using NVIDIA cuVS GPU acceleration. (1 Sept 2026)source
