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The Peliqan blog

Your go-to resource for data-driven success. Peliqan’s blog equips you with the knowledge to optimize your data strategy.

Multi-client reporting - one practice cockpit consolidating 50 client books

Multi-client reporting: one cockpit for 50 client books

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 - the 5-point self-check for AI agents with scoring

Agent-ready data: the 5-point self-check before AI agents

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

Context layer comparison - Fabric IQ vs Cortex Sense vs Airbyte Context Store vs warehouse-first MCP

Context layer comparison: Fabric IQ, Cortex Sense & more

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

Data pipelines in Claude Code - a terminal session checking syncs and reading failure logs over MCP

Data pipelines in Claude Code: a real walkthrough

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

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The Complete MCP Server Landscape 2026: 5 Families

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

Data pipeline pricing explained - why MAR and credit-based bills spike and how to forecast them

Data pipeline pricing: why bills spike and how to forecast

Data pipeline pricing comes in four flavors – active rows, event volume, credits and compute – and each one has a specific way of surprising you. This post explains how

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AI writeback: safe write access for AI agents in 5 steps

AI writeback is the ability of an AI agent to update your business systems – create an invoice, move a deal, send a reminder – instead of only reading from

Context layer explained - why AI agents get 1 in 4 answers right on business data

Context layer: why AI agents get 1 in 4 answers right

A context layer stores what your data means – metric definitions, relationships between systems, business rules – so an AI agent stops guessing. This post explains why agents fail without

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TimeXtender Alternatives: 12 best competitors

Looking for a TimeXtender alternative in 2026? TimeXtender is a metadata-driven data-warehouse-automation platform, and it does that job well. But the question this year isn’t only “can you build a

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Data Warehouse Management: Best Practices for 2026

Data warehouse management is the ongoing work of keeping a data warehouse fast, accurate, secure, and cost-effective after it goes live: loading data, tuning performance, enforcing quality and governance, monitoring

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ETL Data Mapping: Types, Process and Best Practices

ETL data mapping is the process of defining how fields from source systems correspond to fields in a target system, so data lands in the right place, in the right

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HubSpot to Power BI: How to connect them

Connecting HubSpot to Power BI lets you turn CRM data into the kind of full-funnel dashboards HubSpot’s built-in reports cannot produce. This guide covers the native options and their limits,

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