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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.

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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Keboola Alternatives & Competitors: Top 10 for 2026

Keboola is a capable component-based data operations platform, but a learning curve for non-engineers, usage-based pricing that can be hard to forecast, a smaller connector catalog than the largest vendors,

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Integrate.io Alternatives & Competitors: Top 10 (2026)

Integrate.io is a capable low-code ETL, ELT, CDC, and reverse ETL platform, but cost at higher volumes, limited customization, the lack of a built-in warehouse or BI, and US-based hosting

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Meltano Alternatives & Competitors: Top 10 for 2026

Meltano is a popular open-source, Singer-based ELT framework, but its code-first CLI and YAML workflow, self-hosting burden, variable Singer tap quality, and lack of a built-in warehouse or GUI push

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NIS2 + MCP: Ship AI Agents Without Breaching Article 21

Around 160,000 organisations across the EU now fall inside the scope of the NIS2 Directive (Directive (EU) 2022/2555), up from roughly 15,000 under the original 2016 NIS Directive. Every one

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Writeback MCP: read + write across 250+ business apps

Most MCP servers stop at SELECT. That’s fine for analytics, but production AI agents need to act. Update a HubSpot lifecycle stage. Post a Slack alert. Create a Stripe invoice.

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