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Blog
Research, engineering deep dives, and technical writing from the Scouq team.
May 20, 2026
voice-ai12 min readA clear-eyed comparison of custom-built voice AI against off-the-shelf platforms. Real cost numbers, when each makes sense, and how to avoid the no-code trap that wastes your first 6 months.
Read more →May 20, 2026
voice-ai11 min readThe real cost of missing calls, what voice AI receptionists actually do in 2026, and a clear framework for deciding whether custom voice AI fits your business.
Read more →May 19, 2026
meta2 min readWhat the Scouq Library is, how it's organized, and what you'll find here.
Read more →May 18, 2026
voice-ai3 min readHow AI phone agents handle inbound calls for HVAC businesses — what works, what breaks, and what it actually costs to deploy one.
Work with Scouq.
Custom software, AI systems, and data infrastructure. Built by senior engineers.
Work with Scouq →May 15, 2026
infra3 min readA practical comparison of ClickHouse and TimescaleDB for time-series analytics on email send data — what we chose and why.
Read more →May 1, 2026
design6 min readHow we replaced a colorful, teal-and-blue dashboard UI with a strict black-and-white chrome design system. The design principles, Tailwind token strategy, and why it made the product better.
Read more →May 1, 2026
cold-email7 min readHow we built a cold email infrastructure on Google Workspace with 90 dedicated inboxes, Smartlead warmup, and a per-send personalization pipeline. The setup, the numbers, and the rules that kept us out of spam.
Read more →April 28, 2026
nextjs7 min readHow we built a production Cmd+K command palette in Next.js using cmdk. Search across 56,000+ symbols with sub-50ms response, keyboard navigation, and zero layout shift.
Read more →April 26, 2026
clickhouse10 min readHow Scouq scaled from 400M rows on QuestDB to 2.5 billion rows on ClickHouse. Real lessons on compression, async inserts, ReplacingMergeTree dedup, and partition management from a production financial data system.
Read more →April 25, 2026
building-in-public7 min readFrom zero to 2.5 billion data points in 90 days. The real story of building Scouq — what we built, what broke, what we learned, and what comes next.
Read more →April 25, 2026
clickhouse6 min readHow Scouq chose ClickHouse over TimescaleDB for storing 2.5 billion market data points. A technical comparison of compression, query speed, and operational trade-offs at scale.
Read more →April 25, 2026
market-data8 min readCompare the top free stock market data APIs — Alpha Vantage, Finnhub, Twelve Data, Yahoo Finance, and Polygon free tier. Rate limits, coverage, data quality, and what to know before committing.
Read more →April 25, 2026
monitoring7 min readHow we built a freshness monitor to detect stale data pipelines before users notice. A pattern for time-series ingest systems that prevents silent failures from reaching production.
Read more →April 24, 2026
clickhouse7 min readA production migration playbook — moving 425 million OHLCV rows across 23 Rust binaries from QuestDB to ClickHouse. Zero data loss, zero downtime, 5-10x compression improvement.
Read more →