May 2026
Referral rewards and review workflow
ProductCustomer impact
Teams can invite customers, track referral progress, and review rewards without manual spreadsheet work.
Added the customer referral flow, reward tracking, and review controls needed to run referral campaigns from signup through approval.
- Referral links now carry through signup so customers can invite other teams.
- Console and admin surfaces support reviewing referral activity and reward state.
- Billing and usage views have the referral context needed for account-level follow-up.
ReferralsBillingAdmin
Browser-backed reliability improvements
ReliabilityCustomer impact
Harder public pages get a more resilient extraction path and clearer failure behavior when upstream pages cannot be used.
Improved the execution path for public pages that need browser rendering or extra challenge handling before structured data can be extracted.
- Expanded browser-backed execution coverage for harder upstream pages.
- Improved fallback behavior so API responses fail more transparently when an upstream page cannot be used.
- Documented the reliability lessons that matter for future endpoint work.
Browser renderingReliabilityErrors
Spotify and audio API expansion
APICustomer impact
Audio and podcast workflows now have broader documented coverage across discovery, profiles, charts, and recommendations.
Expanded audio and podcast coverage with more Spotify surfaces and synchronized the public catalog so Docs, Playground, and pricing stay aligned.
- Added more Spotify profile, playlist, podcast, chart, and recommendation coverage.
- Synced the endpoint catalog into public Docs, Playground, pricing, and platform pages.
- Updated monitoring coverage for newly documented API surfaces after rollout.
SpotifyAudioPodcasts
Docs and platform page polish
DocsCustomer impact
Developers can scan supported endpoints and platform groups faster across desktop and mobile.
Polished public API discovery pages so endpoint families, platform groups, and filters are easier to scan on desktop and mobile.
- Improved Docs filtering layout and platform group grids.
- Tightened homepage and product page sections around real endpoint examples.
- Added regression coverage for public page layout and catalog synchronization.
DocsPlatformsResponsive UI
Infrastructure recovery and health alerts
PlatformCustomer impact
Customers get a steadier public service because operational recovery and resource pressure signals are easier to catch early.
Expanded infrastructure health coverage, recovery guidance, and cleanup automation for service-critical platform components.
- Added alerts for resource pressure that can affect public API availability.
- Improved recovery guidance for service health issues after infrastructure churn.
- Added cleanup automation for long-running observability data so health checks stay responsive.
ObservabilityRecoveryService health
Clearer product navigation and feature pages
ProductCustomer impact
Visitors get a clearer path from product capabilities to docs, pricing, platform coverage, and Playground testing.
Consolidated marketing navigation and feature pages around the API capabilities customers evaluate before integration.
- Grouped infrastructure features into a clearer product feature hub.
- Made the homepage endpoint example visible by default.
- Connected feature pages to Docs, pricing, Playground, and supported platforms.
NavigationFeaturesHomepage
Runtime configuration and preview quality
PlatformCustomer impact
Public site changes can be checked more predictably before release, with runtime settings separated from build-time content.
Improved public site quality checks and moved mutable site settings into a safer runtime configuration path.
- Added stronger preview quality checks for public pages.
- Separated runtime settings from the built site where possible.
- Normalized public host references across site pages and examples.
Site qualityConfigurationPublic hosts
Public status visibility
PlatformCustomer impact
Customers can find service status and subscribe to updates from public Crawlora surfaces.
Improved how customers can check Crawlora service status from public pages and subscribe to operational updates.
- Added a public status signal to the site footer.
- Improved the public status page feed experience.
- Kept status checks lightweight for faster public page loads.
StatusOperationsAvailability
Release freshness and preview workflow
PlatformCustomer impact
Site updates are easier to verify before customers see them, reducing the chance of stale public pages.
Added public build metadata, preview restart shortcuts, and hosted preview support for faster site verification.
- Added a public freshness signal for the running site build.
- Improved preview restart ergonomics for public-page review.
- Allowed hosted preview checks to work cleanly during site development.
PreviewBuild proofSite quality
Playground and public indexing cleanup
DocsCustomer impact
Search engines and users see clean public endpoint routes while authenticated app routes stay private.
Refined public Playground routing and indexing behavior so clean endpoint pages are discoverable while private app routes stay out of search results.
- Improved clean public Playground routes for endpoint-specific testing.
- Kept authenticated app routes separate from public discovery.
- Added coverage for public indexing rules and endpoint route generation.
PlaygroundSEODocs
Public website and SEO expansion
ProductCustomer impact
Visitors can evaluate Crawlora with richer product pages, use cases, comparisons, legal pages, and integration guides.
Expanded the public website into a more complete evaluation path for buyers and developers.
- Added feature, comparison, use-case, pricing, and developer guide pages.
- Aligned the web scraping API overview with real docs and samples.
- Improved public metadata and route coverage for organic discovery.
WebsiteSEOUse cases
Browser backend availability
ReliabilityCustomer impact
Challenge-heavy pages gained more reliable rendering options for structured extraction.
Added and exercised browser backend options used by harder endpoint families that need a rendered page before extraction.
- Expanded browser backend choices for difficult public pages.
- Improved service routing for rendered extraction paths.
- Kept API availability checks aligned with the new browser-backed paths.
Browser renderingAvailabilityExtraction
Social sign-in and profile polish
ProductCustomer impact
Customers have a smoother sign-in path and clearer account context once they enter the console.
Improved sign-in options, account profile presentation, and layout resilience across public platform pages.
- Added social sign-in support and account profile avatars.
- Hardened platform landing pages against layout overflow.
- Improved form behavior around API key fields and browser autofill.
Sign inConsoleProfiles
Billing and usage console upgrades
ProductCustomer impact
Teams can understand plan limits, billing actions, selected API keys, and usage periods more clearly.
Improved billing actions, active key visibility, usage period defaults, and pricing-to-console handoff.
- Connected pricing plan actions to billing workflows.
- Improved active API key selection and display in Playground and console pages.
- Defaulted usage views to the current billing period for more relevant reporting.
BillingUsageAPI keys
Public domains and MCP access
PlatformCustomer impact
Customers get cleaner Crawlora URLs and a clearer path to agent-accessible API tools.
Aligned public domains, frontend routing, API host references, and MCP access points around the Crawlora brand.
- Moved public examples and site links onto Crawlora hostnames.
- Exposed MCP access from the public product surface.
- Linked pricing and billing flows more directly from the public site.
DomainsMCPRouting
Console session and Playground hardening
ProductCustomer impact
Developers keep their console context more reliably and get clearer feedback while testing endpoint requests.
Strengthened session restore, auth-state loading, Playground parameter feedback, and API key workflows.
- Preserved sign-in status across browser refreshes and restarts.
- Clarified request parameter errors and sample response handling in Playground.
- Added focused loading states for overview, API key, and usage sections.
ConsolePlaygroundSession
Catalog-driven homepage and platform pages
DocsCustomer impact
Public pages now reflect the same endpoint catalog that powers Docs and Playground.
Reworked the homepage, platform pages, footer links, and docs metadata around the live public catalog.
- Made homepage sections catalog-driven with product endpoint examples.
- Added platform landing pages and footer navigation for supported public surfaces.
- Improved API contract metadata for docs, Playground, and agent-facing surfaces.
CatalogHomepagePlatforms
API reliability guardrails
ReliabilityCustomer impact
Endpoint behavior is easier to audit, diagnose, and keep consistent as scraper coverage grows.
Added reliability checks, clearer failure classifications, and endpoint deprecation practices for older surfaces.
- Added scraper reliability auditing and guardrails.
- Clarified behavior for deprecated endpoint families.
- Documented lessons for browser-backed and stealth-sensitive endpoint work.
ReliabilityDeprecationDiagnostics
Docs consistency and endpoint repair links
DocsCustomer impact
Developers get clearer docs links and more useful guidance when an endpoint is retired or needs attention.
Improved documentation consistency, deprecated endpoint UX, and admin repair paths used during catalog maintenance.
- Improved docs cross-links and catalog consistency.
- Made retired endpoint states easier to understand.
- Added clearer repair paths for maintaining endpoint metadata.
DocsCatalogEndpoint lifecycle
April 2026
Schema-driven Playground and admin operations
ProductCustomer impact
Endpoint testing and operational review became more consistent across billing, admin, and Playground flows.
Improved schema views, Playground forms, billing previews, and admin dashboards for day-to-day operations.
- Enhanced Playground discovery, forms, and schema inspection.
- Improved billing preview and admin data flows.
- Added clearer operational filters for console workflows.
PlaygroundSchemasAdmin
Crawlora site and console v1
ProductCustomer impact
Customers gained the first integrated web experience for evaluating endpoints, managing accounts, and using the console.
Launched the first Crawlora web experience with public marketing pages, dashboard foundations, and console workflows.
- Added the first public site and console experience.
- Introduced dashboard pages for account and API usage workflows.
- Hardened sensitive console flows before broader public use.
LaunchConsoleDashboard
Public status and API route monitoring
PlatformCustomer impact
Customers gained a clearer status surface and stronger checks around public API routes.
Added the public status foundation and expanded route monitoring around the public API surface.
- Added a public status foundation for customer-facing service checks.
- Improved public API route monitoring and hostname checks.
- Expanded startup and availability budgets for smoother service updates.
StatusAPI healthMonitoring
Public API availability and observability
PlatformCustomer impact
The public API surface gained stronger availability checks and operational visibility.
Expanded service monitoring, public routing checks, and operational dashboards around the Crawlora API surface.
- Added application metrics and alert coverage for API health.
- Improved public route checks for customer-facing endpoints.
- Expanded dashboards for capacity, traffic, and service health.
AvailabilityMonitoringAPI health
LinkedIn and web intelligence expansion
APICustomer impact
Business research workflows gained broader company, product, profile, and web intelligence coverage.
Expanded professional network and web intelligence endpoints for company research and competitive analysis.
- Added broader LinkedIn company, product, and profile coverage.
- Expanded web intelligence search and detail surfaces.
- Updated public docs around the new business research coverage.
LinkedInBusiness dataWeb intelligence