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Developer Tools · CI/CD

Top 5 CI/CD Platforms for 2026: GitHub Actions vs GitLab vs CircleCI vs Jenkins vs Buildkite

CI/CD platforms compared on real pricing, self-hosted runner support, and where each one actually breaks in production.

By ·Aug 15, 2026·15 min·5 tools compared
CI/CDDevOpsGitHub ActionsGitLabDeveloper ToolsAutomation

Quick Comparison

PlatformBest ForFree TierSelf-Hosted RunnersStarting Paid Price
GitHub ActionsTeams already hosting code on GitHub2,000 min/mo private, unlimited publicFree compute, but $0.002/min platform fee on private repos since Mar 2026$0.006/min Linux overage
GitLab CI/CDTeams wanting CI plus registry, security scanning, and issue tracking in one tool400 compute min/moFree on every tier, including Free$29/user/mo (Premium, last published list price)
CircleCITeams wanting the fastest builds via tuned caching and resource classes30,000 credits/mo (~3,000 Linux min), no macOSAvailable even on Free planFrom $15/mo (Performance)
BuildkiteOrgs with existing compute wanting CI decoupled from build volume500 hosted min/mo, 1 userCore model: bring your own agents, unlimited minutes$30/user/mo (Pro)
JenkinsFully self-hosted, air-gapped, or highly customized pipelinesUnlimited, free forever (Apache 2.0)100% self-hosted, no hosted option exists$0 software cost, you run the servers

GitHub Actions

Best For
Teams already hosting code on GitHub
Free Tier
2,000 min/mo private, unlimited public
Self-Hosted Runners
Free compute, but $0.002/min platform fee on private repos since Mar 2026
Starting Paid Price
$0.006/min Linux overage

GitLab CI/CD

Best For
Teams wanting CI plus registry, security scanning, and issue tracking in one tool
Free Tier
400 compute min/mo
Self-Hosted Runners
Free on every tier, including Free
Starting Paid Price
$29/user/mo (Premium, last published list price)

CircleCI

Best For
Teams wanting the fastest builds via tuned caching and resource classes
Free Tier
30,000 credits/mo (~3,000 Linux min), no macOS
Self-Hosted Runners
Available even on Free plan
Starting Paid Price
From $15/mo (Performance)

Buildkite

Best For
Orgs with existing compute wanting CI decoupled from build volume
Free Tier
500 hosted min/mo, 1 user
Self-Hosted Runners
Core model: bring your own agents, unlimited minutes
Starting Paid Price
$30/user/mo (Pro)

Jenkins

Best For
Fully self-hosted, air-gapped, or highly customized pipelines
Free Tier
Unlimited, free forever (Apache 2.0)
Self-Hosted Runners
100% self-hosted, no hosted option exists
Starting Paid Price
$0 software cost, you run the servers
1

GitHub Actions

Best Overall

Best for: Teams already hosting code on GitHub who want CI wired directly into pull requests with no separate account, billing, or SSO to configure

GitHub Actions is the default choice for any team already on GitHub, and the default is earned: workflow files live in the same repo, the marketplace has an action for nearly every deploy target, and the free tier is genuinely usable for real projects. It is not a portable CI system though. Workflows are wired to GitHub-specific contexts that do not transfer if the repo ever moves, and as of March 2026 even self-hosted runners on private repos now carry a per-minute platform fee.

Pros

  • Zero separate setup for repos already on GitHub: workflow files live in .github/workflows/, no separate CI vendor account, billing relationship, or SSO integration required
  • Largest third-party action marketplace of any CI platform, so most integrations are copy-paste YAML instead of custom scripting
  • Free tier is usable for real work: 2,000 minutes/month on private repos, fully unlimited on public repos, which is why most open source projects standardized on it
  • Matrix builds, reusable workflows, and composite actions are first-class primitives, not bolted-on extensions

Cons

  • Minutes drain fast on non-Linux runners: the Windows multiplier is 2x and macOS is 10x, and with macOS runners now listed at $0.062/min (Jan 2026 pricing), iOS pipelines become the most expensive line item most mobile teams carry
  • As of March 1, 2026, GitHub charges a $0.002/min 'Actions cloud platform' fee for self-hosted runners on private repos, applied against included minutes first, which breaks the old assumption that self-hosting your own hardware makes CI compute free
  • No local dry-run equivalent to gitlab-ci-local or circleci local execute, so debugging a broken workflow usually means a push-wait-fail loop against the real repo
Honest Weakness: GitHub Actions is the right default if you're already on GitHub, but it is not a portable CI system. Workflows depend on GitHub-specific contexts like pull_request events, workflow_dispatch inputs, and GITHUB_TOKEN scoping that don't translate if you ever move the repository to GitLab or a self-hosted forge, unlike GitLab CI or Jenkins pipelines, which travel more easily. If your actual requirement is multi-forge flexibility, or your code isn't hosted on GitHub at all, this isn't the right platform regardless of how good the free tier looks.

The Minutes Multiplier Trap

GitHub's included-minutes pool looks generous until you run anything other than Linux. Windows jobs consume minutes at 2x the listed rate and macOS jobs at 10x, so a team with a mixed iOS and Android pipeline can burn through the entire 2,000-3,000 minute monthly allotment in days, not weeks. Budgeting for GitHub Actions requires modeling the actual OS mix of your pipeline, not just a flat minutes number.

Self-Hosted No Longer Means Free Compute

Teams that self-host GitHub Actions runners to avoid per-minute charges on hosted infrastructure now face a different bill. Since March 2026, GitHub applies a $0.002/min 'Actions cloud platform' charge to self-hosted runner usage on private repositories, drawn from the same included-minutes pool as hosted runners. Public repos and true air-gapped self-hosting outside GitHub's billing surface are unaffected, but the common pattern of running your own runners purely to dodge minute costs on a private repo no longer works as cleanly as it used to.

Free: 2,000 min/mo (private repos), unlimited on public repos. Pro/Team: 3,000 min/mo. Enterprise: 50,000 min/mo. Linux $0.006/min, Windows $0.010/min, macOS $0.062/min list overage (Jan 2026 pricing). Self-hosted runners on private repos: $0.002/min platform fee added March 2026.

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2

GitLab CI/CD

Best Value

Best for: Teams wanting CI, container registry, and security scanning in one product with a single YAML file, especially if they're willing to run their own runners

GitLab CI/CD's real differentiator isn't the pipeline syntax, it's that self-hosted runners consume zero compute minutes on every tier, including Free, so a team with its own hardware can run effectively unlimited CI without ever touching the paid minute pool. The free hosted-runner allotment, at only 400 minutes a month, is not enough for a real team, which makes GitLab CI best suited to orgs already committed to running their own runner fleet.

Pros

  • Self-hosted runners consume zero compute minutes on every plan tier, including Free, turning a team's existing hardware into effectively unlimited CI capacity
  • Built-in container registry and SAST/DAST security scanning are wired into the same pipeline config, not separate marketplace items requiring their own setup and billing
  • DAG-style pipelines (needs: keyword) let jobs run out of stage order based on actual dependencies rather than waiting on every prior stage to fully complete
  • Auto DevOps and native Kubernetes deploy targets cut boilerplate for teams already standardized on GitLab for source control

Cons

  • Free tier's hosted-runner allotment was cut to 400 minutes/month, less than a fifth of GitHub Actions' comparable private-repo allowance, pushing hosted-runner-dependent teams onto Premium quickly
  • Premium and Ultimate pricing has moved toward 'contact sales' for many accounts rather than a fixed published number, making budget planning harder than GitHub's flat per-minute list price
  • Most of the platform's value only shows up if the team also adopts GitLab's issue tracking, merge requests, and registry; using it purely as a CI runner against a GitHub-hosted repo is possible but loses most of the differentiation
Honest Weakness: GitLab CI's headline advantage, zero-cost minutes on self-hosted runners across every tier, only pays off if you're willing to provision and maintain your own runner fleet. If you want a fully hosted, zero-ops CI experience, 400 free minutes on GitLab.com's shared runners will not last a real team past the first week, and Premium's seat-based licensing means you pay per user regardless of how many of the included minutes you actually use, a different bill shape than GitHub Actions' pure pay-per-minute overage. Teams that want CI decoupled from GitLab's broader platform, and don't want to run their own runners, will find better value elsewhere.

Self-Hosted Runners Are the Actual Product

GitLab's compute-minutes pricing exists almost entirely to push teams toward self-hosted runners, which cost nothing regardless of plan. A team running its own runner on a spare VM or Kubernetes cluster gets effectively unlimited CI on the Free tier, the same deal Premium and Ultimate customers get. This is a fundamentally different economic model from GitHub Actions or CircleCI, where hosted compute is the default and self-hosting is the workaround rather than the intended path.

One Platform, One YAML File

Because GitLab bundles source control, CI, container registry, and security scanning under one product, a single .gitlab-ci.yml file can build, scan, and push an image to the built-in registry without wiring together separate vendor tools. For a team that has fully adopted GitLab as its engineering platform, this consolidation removes real integration work. For a team using GitLab CI against a GitHub-hosted repo, most of this benefit disappears.

Free: 400 compute min/mo on shared runners. Premium: $29/user/mo, 10,000 min included at last published list pricing (many accounts now quoted custom). Ultimate: custom pricing, 50,000 min. Self-hosted runners: free compute on every tier. Overage: $10 per 1,000 minutes.

Visit GitLab CI/CD
3

CircleCI

Fastest

Best for: Teams wanting a CI platform purpose-built for build speed and tuned caching, independent of which git host they use

CircleCI's resource classes and dependency caching are more mature and more configurable than what GitHub Actions or GitLab ship out of the box, and it works identically against GitHub, GitLab, or Bitbucket, which matters for orgs that don't want CI tied to their source host. The trade-off is a credit-based pricing model that is genuinely harder to forecast than a flat per-minute number, and a free tier that locks out macOS entirely.

Pros

  • Docker layer caching and dependency caching are more mature and configurable than GitHub Actions' built-in cache action, meaningfully cutting repeat build times on large dependency trees
  • Resource classes let teams pick exact CPU and RAM per job, including large multi-core machines, instead of being limited to fixed 2-core/4-core standard runner tiers
  • Git-host agnostic: runs identically against GitHub, GitLab, or Bitbucket repos, useful for orgs that don't want CI tied to their source-control vendor
  • Self-hosted runners (execution environment) are available even on the Free plan, not gated behind a paid tier

Cons

  • Credit-based pricing is harder to reason about than a flat per-minute rate: a 'medium' Linux job burns 10 credits/minute, but different resource classes and container vs. machine executors burn credits at different rates, so estimating a monthly bill requires modeling actual job mix, not just total minutes
  • Free tier's 30,000 monthly credits expire and do not roll over, so a light-usage month doesn't bank credit toward a heavier one later
  • No macOS jobs on the Free plan at all; mobile teams must upgrade to Performance or Scale before they can even test an iOS build
Honest Weakness: CircleCI's credit system exists because it needs to price multiple executor types and resource classes on one scale, but that flexibility comes at the cost of predictability. A team that just wants to glance at a dashboard and know 'we used X minutes, Y are left' will find GitHub Actions' or GitLab's flat minute pool easier to reason about month to month. CircleCI earns its keep when a team actually needs to tune resource classes and caching for build speed at scale; if your pipelines are simple and infrequent, the credit-modeling overhead isn't worth the switch.

What a Credit Actually Buys

One CircleCI credit is worth roughly $0.0006, and a medium Linux instance burns 10 credits per minute, which works out to about $0.006/min, in line with GitHub Actions' Linux rate. The complexity isn't the base rate, it's that larger resource classes, macOS, GPU, and self-hosted runner network egress all burn credits at different multiples, so two teams running the same number of 'minutes' can see very different credit consumption depending on what they're actually running.

Built for Speed, Not for Simplicity

CircleCI's caching and parallelism controls are genuinely deeper than what ships by default in GitHub Actions or GitLab CI: split tests across containers automatically, cache Docker layers with fine-grained keys, and pick exact CPU/RAM per job. For a team optimizing a slow build pipeline, these controls cut real wall-clock time. For a team that just wants CI to work without tuning, that same configurability is overhead with no payoff.

Free: 30,000 credits/mo (about 3,000 Linux medium build minutes), 5 users, no macOS jobs. Performance: from $15/mo, 30,000 credits included, extra users $15 each, extra credits roughly $0.0006 each. Scale and Enterprise: custom pricing.

Visit CircleCI
4

Buildkite

Best for Enterprise

Best for: Engineering orgs with existing compute, cloud VMs, Kubernetes, or bare metal, who want CI orchestration without handing build execution to a third party

Buildkite's bring-your-own-compute model means source code and build artifacts never have to leave infrastructure you control, and its per-seat pricing means a team running thousands of builds a day isn't watching a minute meter. That's a real answer for security-conscious or high-volume orgs, but it assumes you already have compute and the ops capacity to run it. Teams without that capacity will find Buildkite's core value proposition a burden rather than a feature.

Pros

  • Bring-your-own-compute architecture keeps source code and build artifacts inside infrastructure you control, a real answer to security and compliance requirements hosted-runner CI can't satisfy without a self-hosted add-on
  • Pricing is per-seat, not per-minute: Pro at $30/user/month includes unlimited build minutes on your own agents, so build volume doesn't drive the bill the way it does on minute-metered platforms
  • Git-host and toolchain agnostic since it orchestrates jobs on agents you control rather than a proprietary sandbox, so it fits unusual build environments other CI platforms don't support well

Cons

  • You are running the compute: Buildkite doesn't remove the operational burden the way GitHub-hosted or CircleCI-hosted runners do, someone still patches, scales, and secures the actual build machines
  • Optional Buildkite-hosted agents exist but cost more than competitors' hosted minutes ($0.013/min Linux, $0.18/min Mac M4), so the 'just use hosted instead' escape hatch is expensive
  • Smaller third-party integration ecosystem than GitHub Actions' marketplace; most integrations are hand-rolled shell steps rather than one-line marketplace actions
  • Enterprise plan carries a 30-user minimum, pricing out small teams that want enterprise-tier features without an enterprise-sized headcount
Honest Weakness: Buildkite's per-seat, unlimited-minutes, bring-your-own-compute model is the right shape for a platform team that already runs Kubernetes or has spare cloud capacity, and it genuinely stops CI cost from scaling with build volume. But it assumes that operational capacity already exists. A five-person startup with no infrastructure team and no spare compute will find Buildkite's core value proposition, run builds on agents you host and maintain, is actually a burden, not a feature, and is better served by a fully hosted platform where someone else patches the runner.

Per-Seat Pricing Changes the Math at Scale

A team running 500 builds a day on GitHub Actions or CircleCI is metering compute the entire time, every extra build adds to the bill. On Buildkite's Pro plan, that same team pays $30/user/month regardless of build count, because the builds run on agents the team already owns. This makes Buildkite's economics improve as build volume grows, the opposite of minute-metered platforms, but only if the underlying compute is already accounted for elsewhere in the infrastructure budget.

The Compute Is Still Your Problem

Buildkite orchestrates jobs, it doesn't run them. Agents are software you install on your own VMs, containers, or bare metal, and you're responsible for capacity planning, OS patching, and scaling that fleet up and down with load. Optional Buildkite-hosted agents remove that burden but at a materially higher per-minute rate than the self-hosted path, which somewhat undercuts the platform's core cost advantage for teams that end up leaning on hosted agents anyway.

Personal: free, 1 user, 500 hosted minutes/mo, 3 concurrent jobs. Pro: $30/user/mo, unlimited build minutes on your own agents, 10 self-hosted agents included then $3.50/agent/mo beyond that. Enterprise: custom, 30-user minimum. Optional Buildkite-hosted agents: from $0.013/min Linux, $0.18/min Mac M4.

Visit Buildkite
5

Jenkins

Best Open Source

Best for: Teams needing a fully self-hosted, zero-license-cost CI server with deep plugin customization, who already have the ops capacity to run it

Jenkins is not a SaaS alternative to the other four platforms in this comparison, it's a different deployment model entirely: a server you own and operate rather than a service you subscribe to. It remains the #2 most-adopted CI tool in 2026 for good reason (1,800+ plugins, total infrastructure control, zero licensing cost), but the free software hides a real labor cost in patching, plugin maintenance, and agent scaling that the other four platforms absorb into their subscription price.

Pros

  • Completely free and open source under Apache 2.0, no per-minute, per-seat, or per-build charge from the project itself, ever
  • Over 1,800 community plugins cover integrations no SaaS CI vendor bothers building: legacy version control systems, obscure deployment targets, internal enterprise tooling
  • Full control over the build environment, exact OS images, exact tool versions, exact network access, which matters for regulated or air-gapped environments where SaaS CI simply cannot run
  • Still the #2 most-adopted CI tool per JetBrains' 2026 developer survey (28% organizational adoption, behind only GitHub Actions), so hiring and community support are not a real risk

Cons

  • Zero software cost is offset by real infrastructure and labor cost: you provision, patch, and scale the Jenkins controller and every agent yourself, no SaaS bill but a real ongoing ops bill
  • Plugin ecosystem quality is uneven; many of the 1,800 plugins are community-maintained with inconsistent update cadence, and a plugin update can break a pipeline with no vendor support line to call
  • Jenkinsfile (Declarative Pipeline) syntax is more verbose than GitHub Actions or GitLab YAML for equivalent logic, and the classic web UI still shows its age despite Blue Ocean-era interface work
  • No built-in hosted option: unlike the other four platforms here, there is no SaaS tier to fall back on if self-hosting stops making sense
Honest Weakness: Jenkins is not a SaaS alternative to GitHub Actions, GitLab CI, CircleCI, or Buildkite, it's a genuinely different deployment model: a server you own and operate, not a service you subscribe to. That earns real advantages (zero licensing cost, total infrastructure control, works fully air-gapped), but the 'free' plugin ecosystem hides a real labor cost in patching, plugin maintenance, and scaling agents that the other four platforms fold into their subscription price. Teams without existing operational capacity to run a CI server should not pick Jenkins just because it's free; they should pick it only if self-hosting is an actual requirement, not a cost-saving assumption.

The Plugin Ecosystem Is a Double-Edged Sword

Jenkins' 1,800+ plugins are the reason teams reach for it when no SaaS CI platform supports their specific tool, whether that's a legacy version control system, an internal deployment target, or a niche testing framework. But plugin quality varies widely: some are actively maintained by large teams, others haven't been touched in years, and a Jenkins upgrade can break a pipeline that depends on an unmaintained plugin with no vendor to call for a fix. Auditing plugin health before depending on one is a real, recurring task on a Jenkins install that doesn't exist on hosted CI platforms.

Free Software, Real Labor Cost

The honest total cost of Jenkins isn't zero, it's shifted from a subscription line item to an infrastructure and headcount line item. Someone has to provision the controller, size and scale build agents, apply security patches, and manage plugin updates, work that GitHub Actions, GitLab CI, CircleCI, and even Buildkite's hosted-agent option absorb into their price. For a platform team with spare capacity and a real reason to self-host (air-gapped networks, regulatory requirements, deep customization needs), that trade is worth making. For a team evaluating Jenkins purely because 'free' sounds good, the ops cost usually erases the savings within the first year.

Free and open source (Apache License 2.0). No official SaaS tier from the Jenkins project; cost is entirely your own compute and ops time. CloudBees offers commercial support and hosted variants separately from the open source project.

Visit Jenkins

Which One Should You Pick?

Use CaseOur Recommendation
Team already hosting code on GitHub wanting the least CI setup overheadGitHub Actions. Workflow files live in the same repo, the marketplace covers nearly every deploy target, and the free tier (2,000 min/mo private, unlimited public) is usable for real projects without a separate vendor relationship.
Team wants CI plus issue tracking, container registry, and security scanning in one platform and is willing to run its own runnersGitLab CI/CD. Self-hosted runners consume zero compute minutes on every tier including Free, turning existing hardware into effectively unlimited CI capacity while keeping the whole DevOps toolchain in one product.
Team on GitHub or Bitbucket needing the fastest possible builds with fine-tuned caching and resource classesCircleCI. Mature Docker layer caching and configurable CPU/RAM resource classes cut real build time, and it works identically regardless of which git host the repo lives on.
Platform team with existing Kubernetes or cloud capacity wanting CI cost decoupled from build volumeBuildkite. Per-seat pricing with unlimited build minutes on self-hosted agents means thousands of daily builds don't move the bill, as long as the team already has compute and the ops capacity to run it.
Regulated or air-gapped environment needing a CI server with zero external dependency and deep plugin customizationJenkins. Fully self-hosted with no SaaS dependency, 1,800+ plugins cover integrations no hosted CI vendor builds, and it remains the #2 most-adopted CI tool in 2026 behind GitHub Actions.

How we evaluated

CI/CD is where most engineering teams spend their monthly cloud tooling budget without ever comparing platforms directly, because switching feels expensive. This comparison weighs the decisions that actually determine that cost and the day-to-day friction of running pipelines.

Each platform was assessed on the criteria that decide real outcomes, the same dimensions you see in the comparison table above:

  • Best fit: which team shape and existing toolchain each platform actually serves well, not the broadest possible audience.
  • Self-hosted runner support: whether running your own compute is free, taxed, or the only option, since this is the single biggest lever on real monthly cost.
  • Ecosystem depth: how much integration work a marketplace of existing actions, plugins, or orbs saves versus hand-rolled scripts.
  • Deployment model: fully hosted SaaS versus self-managed server, and what operational burden that trade actually implies.
  • Pricing model: how cost scales with build minutes/runners/seats.

What we reviewed

This comparison draws on official documentation and publicly posted pricing, and hands-on evaluation where access was available. It reflects the market as of 2026 and is refreshed as tools ship and reprice.

Note

Editorial independence: this is a vendor-neutral comparison with no paid placements, sponsorships, or affiliate links. Rankings reflect fit for the stated use cases, not commercial relationships.

Frequently Asked Questions

Which CI/CD platform is actually free?
All five have a free entry point but with very different ceilings. Jenkins is unconditionally free forever since it's open source software you host yourself, the only cost is your own compute and ops time. GitHub Actions gives 2,000 free minutes/month on private repos and unlimited minutes on public repos. GitLab CI/CD gives 400 free minutes/month on hosted runners, but self-hosted runners are free on every tier including Free. CircleCI gives 30,000 free credits/month (about 3,000 Linux minutes) that expire monthly. Buildkite's Personal plan is free forever for one user with 500 hosted minutes/month.
Is GitHub Actions better than Jenkins?
They're not really competing on the same axis. GitHub Actions is a hosted SaaS CI tightly integrated with GitHub repos, zero infrastructure to manage but you're paying per minute and bound to GitHub-specific workflow syntax. Jenkins is a self-hosted server you fully control, zero licensing cost but real ongoing labor cost to patch, scale, and maintain. Choose GitHub Actions if you're on GitHub and want the least operational overhead. Choose Jenkins if you need full infrastructure control, air-gapped operation, or plugin-level customization that SaaS CI can't offer, and you already have the ops capacity to run a server.
How much does GitHub Actions cost after the free minutes run out?
As of January 2026 list pricing, overage runs $0.006/min for Linux, $0.010/min for Windows, and $0.062/min for macOS runners on standard 2-core hosted machines. Windows jobs also consume included minutes at a 2x multiplier and macOS at 10x, so a mixed-OS pipeline burns through the free allotment much faster than the raw minute count suggests. As of March 2026, self-hosted runners on private repos also incur a $0.002/min platform fee drawn from the same included-minutes pool.
Can I use GitLab CI with a GitHub repository?
Technically yes, GitLab CI can mirror or connect to an external GitHub repo and run pipelines against it, but most of GitLab CI's actual value, the integrated registry, built-in security scanning, and DAG pipelines tied to GitLab merge requests, assumes the repo lives on GitLab itself. Running GitLab CI purely as an external CI runner against a GitHub repo works, but you'll be maintaining two platforms for no real benefit over just using GitHub Actions or CircleCI directly.
What's the difference between CircleCI credits and GitHub Actions minutes?
GitHub Actions bills in flat minutes at OS-specific multipliers (Linux 1x, Windows 2x, macOS 10x). CircleCI bills in credits, where a medium Linux instance costs 10 credits/minute (roughly $0.006/min, in line with GitHub's Linux rate), but different resource classes, executors, and macOS jobs consume credits at different rates. The credit model gives CircleCI finer-grained pricing across more hardware options, but it's genuinely harder to forecast a monthly bill from credits than from a flat minutes count.
Is Jenkins still worth learning in 2026?
Yes, for the specific use case it serves. Jenkins holds 28% organizational adoption according to JetBrains' 2026 developer survey, second only to GitHub Actions, and remains common in enterprises needing custom, self-hosted pipelines and deep plugin integrations that SaaS CI platforms don't support. It's not the right first choice for a small team that just wants CI to work without managing a server, but for regulated industries, air-gapped networks, or highly customized build environments, Jenkins knowledge is still directly employable.

About the author

is the founder and creator of LoginRadius, a customer identity platform he built and scaled to over a billion users. He is now the founder of GrackerAI, a GEO platform for B2B SaaS and cybersecurity teams, and has spent more than 15 years building identity and security products.

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