Kittisak Arunwong
Lead Usage Analyst
Specializes in turning gateway and log signals into clear API consumption baselines for product and platform teams.
A clear look at the Vector Hubline sequence—signal readiness, baseline capture, consumption stories, and quota judgment—so you know what an engagement actually involves.
Four stages that keep usage work tied to decisions rather than decorative charts.
We check whether logs, gateway tags, and client identity can answer the questions you care about. Gaps become a short instrumentation plan—not a reason to invent numbers.
Volume, status families, peak windows, and noisy routes are documented against Thai business hours and your release calendar. Without a shared baseline, every later opinion floats.
Clients and routes are linked to features, partners, and internal jobs. Totals that look healthy often hide a single caller—or a retry loop—driving most of the load.
Findings become a short brief with one recommended action per finding: adjust a quota, retire a path, or fix a tag. You leave ready to decide—not drowning in exports.
Analysts based in Bangkok who specialize in API usage analytics—not generic reporting retainers.
Lead Usage Analyst
Specializes in turning gateway and log signals into clear API consumption baselines for product and platform teams.
Instrumentation Strategist
Keeps client tags and route identity durable across gateway changes so usage stories stay trustworthy.
Partner Insights Lead
Connects quota and consumption findings to partner agreements without drowning teams in raw telemetry.