Google Jobs Proxy

title: Google Jobs Proxy for vacancy insights and salary benchmarks

description: A commercial-grade proxy and parsing stack for Google Jobs that captures structured roles, salaries, and application links—exported as clean JSON—so TA, HR, and strategy teams get market-ready intelligence without brittle scrapers or compliance risk.

Hiring signals are hyper-local. Availability, salary exposure, and employer mix can change between ZIP codes, not just cities. That’s why our proxy mesh is built around geo accuracy and session integrity rather than raw IP count.

• Geo targeting: per-city routing with ASN diversity to reflect true local inventory and salary conventions.
• Session persistence: short identities for discovery; sticky sessions for stateful flows such as filters, date windows, and pagination.
• Rotation on milestones: rotate on filter changes, page depth, or new query—not every request—to preserve cookies while reducing soft blocks.
• Client realism: modern TLS/HTTP/2, consistent User-Agent and Accept-Language; human-paced think time.
• Compliance: collect permitted public signals only; do not bypass logins, paywalls, or anti-abuse systems.

All traffic is observable: we track success-per-10k calls, TTFB, valid-page yield after retries, and anchor checks (job card, employer, location, salary).

Google Jobs aggregates postings across boards and employer sites; consistency is the challenge. We normalize heterogenous cards into a governed schema and keep provenance so your BI can trust every row.

• Schema (core fields): title, company, employer_type, location (city/region/country), remote/hybrid/on-site, employment_type, seniority, posted_at, updated_at, description_snippet, canonical_url, source_site.
• Salary capture: detect currency and cadence (hourly/monthly/annual); extract min/max and normalize to your base currency with clear flags when inferred vs. explicit.
• Application links: resolve “Apply” targets to employer or primary board; de-duplicate redirects; store link health and last-seen timestamps.
• Pagination depth: cursor-aware traversal with checkpointing to resume long runs without re-scraping.
• Deduplication: canonical key = company + title + location + source_id + posted_at; plus fuzzy match to collapse minor text variants.
• Exports: JSON/CSV/Parquet with stable keys; optional evidence PNGs for audits (with PII minimization).

Quality gates validate locale, currency coherence, and required anchors before a record enters your warehouse.

With a clean, deduped feed, teams move from snapshot lists to decisions.

• Talent market analysis: demand heatmaps by role family, city, and seniority; median pay bands by cadence and currency; hiring velocity by employer type.
• Competitor signals: watchlists for named companies and clusters (e.g., “FAANG infra,” “fintech risk”); alerts for surges, new locations, or leadership roles.
• Pipeline enrichment: enrich ATS/CRM with role taxonomy, salary ranges, and application URLs to shorten research time for sourcers.
• Workforce planning: track remote vs. on-site share, contract vs. FTE mix, and time-since-posted distributions to forecast fill difficulty.

Dashboards include pay-band distributions, role scarcity scores, and geo penetration by employer—ready for weekly exec readouts.

Score partners on predictable outcomes, not pool size. Demand evidence that survives audits and powers BI without cleanup.

• Location accuracy: verifiable per-city routing, ASN diversity, IPv4/IPv6 options, and mobile/residential pools for tough markets.
• Pagination stability: success rate at depth (page 3+), cursor handling, checkpoint restarts, and valid-page yield after retries.
• Schema support: maintained JSON schemas with versioning, currency normalization, and clear nullable fields.
• SLOs & reporting: success-per-10k captures ≥98% on stable routes; latency budgets by geo; incident communications and rollbacks.
• Governance: IP provenance, encryption in transit/at rest, access controls, retention windows, and audit logs.
• Cost control: price per 1k successful records and per deduped GB, with lifecycle policies for storage.

Our offer. Guided onboarding, week-one golden-set evaluation, dashboards wired to your BI, and turnkey exports to S3/GCS/Azure with manifest files tying artifacts to provenance.

Call to action: Ready to benchmark salaries and track hiring moves with confidence? Start a 14-day pilot with target SLOs (schema pass-rate, valid-page yield, latency) and compare ROI against your current stack.