Skip to main content

topic / Checked 2026-10-18

Hyperbrowser vs Lightpanda: concurrency and scale

Can the provider start and run the fleet you need? Compare Hyperbrowser and Lightpanda using documented concurrency and scale behavior and a practical evaluation method.

Can the provider start and run the fleet you need?

Concurrent sessions, session creation rate and HTTP request rate are different limits. A plan that allows a hundred open browsers may still need time to start them. Polling or retrying without a budget can exhaust API capacity before the browser cap is reached.

If a thousand jobs arrive together but only fifty browser slots are available, queue jobs before allocating browsers. Starting all jobs immediately can turn ordinary capacity management into timeouts, retries and idle browser charges.

Compare operational limits

Hyperbrowser: Session concurrency and configuration are account-dependent. Use the session API's supported settings and public limits rather than assuming that available sandbox capacity is browser concurrency.

Lightpanda: Use Lightpanda Cloud's limits and billing documentation for hosted capacity. Self-operated engine instances have a different capacity model and should not inherit cloud account assumptions.

Sources: hyperbrowser.ai [1] ↗lightpanda.io [2] ↗

Compare the browser lifecycle

Hyperbrowser: A session gives your code a WebSocket endpoint for CDP-compatible automation. The response also provides a live-view path. Session configuration controls which browser features the run uses.

Lightpanda: Lightpanda Cloud supplies browser access for automation. Connect using the documented cloud path and evaluate compatibility with the control library and site behavior needed by the workflow.

Sources: hyperbrowser.ai [1] ↗lightpanda.io [2] ↗

Compare the billing contract

Hyperbrowser: The reviewed pricing page lists $0.10 per browser-hour and $10 per GB of proxy traffic. Credits acquired through subscriptions and direct purchases have different refresh or expiry behavior.

Lightpanda: Use the cloud billing unit and account limits for hosted access. A lower rate only helps if the target pages and required actions complete correctly on the selected engine.

Sources: hyperbrowser.ai [1] ↗lightpanda.io [2] ↗

How to evaluate this choice

A quota table establishes what an account may request. A measured concurrency curve establishes how the tested workload behaved. Keep both in the decision and avoid extrapolating a single-session result to a large fleet.

  • Specify the number of simultaneously open browsers and the burst arrival rate.
  • Measure time until every requested browser is ready for work.
  • Record rate limits and honor the returned retry delay.
  • Cap worker concurrency and keep queued tasks outside browser sessions.
  • Include failed starts and cleanup in the load test's result.

Requirements side by side

RequirementHyperbrowserLightpanda
Browser controlDocumentedCompatibility-dependent
Saved browser stateDocumentedNot established
Code executionSeparate execution optionsExternal worker
Deployment choiceCheck deployment offeringEngine available

Sources: hyperbrowser.ai [1] ↗hyperbrowser.ai [2] ↗hyperbrowser.ai [3] ↗hyperbrowser.ai [4] ↗hyperbrowser.ai [5] ↗hyperbrowser.ai [6] ↗lightpanda.io [7] ↗

Which approach fits?

Choose Hyperbrowser when you need existing Playwright, Puppeteer or Selenium code to use a managed browser with saved state and named credentials.

Hyperbrowser tradeoff: Browser sessions, sandbox execution and action caching are separate surfaces. A cached action sequence is not the same deployment contract as an independently versioned browser Function.

Choose Lightpanda when your workflow can use Lightpanda's supported browser APIs and you want to evaluate that engine on the pages you actually automate.

Lightpanda tradeoff: CDP connectivity does not establish complete Chromium compatibility. Validate rendering-dependent steps, downloads and browser features with the selected engine before a migration.

Sources: hyperbrowser.ai [1] ↗lightpanda.io [2] ↗

A useful acceptance check

Write a pass/fail result for the real task before running the evaluation. Record the account, configuration and code version next to that result. Repeat failures need an explanation, not an automatically different browser configuration.

When Notte belongs on this shortlist

Hyperbrowser's profiles, credential tools and Action Caching deserve separate evaluation. A recorded action sequence and a deployed Python handler have different maintenance contracts, so decide which one your team will edit after the website changes.

Lightpanda introduces a browser-engine decision. Keep it on the shortlist when its supported actions fit the real pages you use; a successful CDP connection or text task does not establish visual or full-browser equivalence with the proposed Notte workflow.

Notte: Create an owned browser session, connect Playwright or Puppeteer over CDP, and stop the session when the work finishes. Browser lifecycle management remains necessary even when the control socket disconnects.

Consider this third option when its documented mechanism addresses a requirement left open by the two providers above. A working configuration on either original provider can still be the better choice; compare the task and ownership cost before switching.

Sources: hyperbrowser.ai [1] ↗lightpanda.io [2] ↗docs.notte.cc [3] ↗

Keep comparing

Put the workflow to the test.

Try Notte Read the quickstart ↗