The Peliqan blog
Your go-to resource for data-driven success. Peliqan’s blog equips you with the knowledge to optimize your data strategy.
API rate limits cap how many requests you can send to a system in a given time. AI agents hit them faster than people do, because one question can trigger
CLI vs MCP is the wrong fight to pick as “which is better” – they win in different places. A direct CLI or SQL call is cheaper per operation and
A history table keeps a dated record of how your data looked over time, instead of only its latest state. Without one, a status change overwrites the old value and
A semantic model is a written-down layer of meaning on top of your raw data: it says what “revenue” means, how tables connect, and what each column actually holds. Without
Sync frequency is how often you copy data from a source into your warehouse. Set it too low and your AI agent answers from stale data; set it too high
MCP security means five practical things: give the AI a limited key you can switch off, control what it can see at the database level, assume it might read a
Entity resolution is the work of recognizing that a CRM account, an accounting debtor, a support organization and a billing customer are the same real-world company – and giving that
Multi-client reporting is how accounting and ERP practices answer one question across every client book at once – overdue receivables, VAT filings at risk, declining margins – without logging into
Agent-ready data is data an AI agent can answer from correctly without guessing: fresh enough for the question, joined in one queryable place, resolved to real-world entities, permission-aware, and governed
Three vendors launched a “context layer” within eight weeks: Microsoft’s Fabric IQ, Snowflake’s Cortex Sense and Airbyte’s Context Store. A fourth pattern – warehouse-first MCP – was already doing the
Claude Code can connect to your data platform over MCP and manage pipelines from the terminal: check what synced overnight, read failure logs, trace lineage before a risky change, and
The best MCP servers in 2026 don’t share a single shape. There are more than 10,000 active public MCP servers now, and they fall into five very different families, each
Trusted by leading companies to turn data into decisions
Peliqan is the platform of choice for enterprises, Professional Services teams in SaaS companies, consultancy companies, ISV’s and accounting practices.
