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The Merge Blog

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LLM gateway: overview, benefits, and top platforms

LLM gateway: overview, benefits, and top platforms

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How to connect your agents to a HubSpot MCP via Claude Code

How to connect your agents to Zendesk MCP via Claude Code

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LLM routing: overview, strategies, and tools

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Introducing Merge Gateway: the control plane for production AI

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LLM gateway: overview, benefits, and top platforms

Building with AI
Building with AI

Portkey vs OpenRouter: when to choose one over the other

Building with AI
Building with AI

LiteLLM vs Portkey: when to use one over the other

Building with AI
Building with AI

How to connect your agents to a HubSpot MCP via Claude Code

How to connect your agents to Zendesk MCP via Claude Code

Building with AI
Building with AI

LLM routing: overview, strategies, and tools

Building with AI
Building with AI

How to optimize your LLM costs (5 best practices)

Building with AI
Building with AI

3 LiteLLM alternatives to prioritize evaluating in 2026

Building with AI
Building with AI

3 OpenRouter alternatives to prioritize evaluating in 2026

Introducing Merge Gateway: the control plane for production AI

News and stories from Merge
News and stories from Merge

OpenRouter vs LiteLLM: when to use one over the other

Building with AI
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3 Portkey alternatives to prioritize in 2026

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Building with AI

MCP Gateway: overview, benefits, and solutions

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How we build the most reliable MCP connectors

News and stories from Merge
News and stories from Merge

Pipedream vs. Composio: which is better for your agents?

Introducing AI Data Transformations for Merge Unified: product-ready data, without custom code

News and stories from Merge
News and stories from Merge

How Merge Agent Handler lets you scale your AI agents without scaling risk

News and stories from Merge
News and stories from Merge

Hosted MCP platforms: overview, benefits, and the top vendors

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3 Airbyte alternatives to consider in 2026

Integration deep dives
Integration deep dives

5 AI agent statistics to help you build agents in 2026

Building with AI
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Agentic integrations: overview, benefits, and top platforms

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Building with AI

3 Pipedream alternatives to consider in 2026

Integration deep dives
Integration deep dives

Unlocking more context for AI: Introducing Merge’s Chat Unified API

News and stories from Merge
News and stories from Merge

AI agent access control: overview, best practices, and tools

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Building with AI

AI agent monitoring: overview, tips, and the best tools

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Building with AI

Agent connectors: what you need to know

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Building with AI

Context graph: overview, benefits, and tips for using it

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Building with AI

What everyone is getting wrong about context graphs

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Building with AI

3 AI agent observability platforms to consider in 2026

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How we use testing to support the most reliable, secure, and scalable integrations

News and stories from Merge
News and stories from Merge

5 AI agent integration platforms to consider in 2026

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CRM MCP servers: overview, examples, and use cases

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Building with AI

How we restarted Merge in 2025

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News and stories from Merge

A RevOps guide to AI transformation

News and stories from Merge
News and stories from Merge

Project management MCP servers: overview, examples, and use cases

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Email MCP servers: overview, examples, and use cases

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8 examples of MCP servers that can power your AI agents

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AI integration platform: functionality, benefits, and examples

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Building with AI

How Merge accelerates AI adoption across engineering without compromising security

News and stories from Merge
News and stories from Merge

How to create API tokens in Confluence (6 steps)

Integration deep dives
Integration deep dives

MCP server logs: overview, benefits, and tips for using them

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MCP tool schema: what it is, how it works, and examples

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3 alternatives to Glean in 2026

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MCP tool descriptions: overview, examples, and best practices

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APIs for AI agents: what you should know

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How Merge empowers its engineers to leverage AI effectively

News and stories from Merge
News and stories from Merge

9 best practices for building secure and reliable AI agents

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Model Context Protocol (MCP) tools: what you need to know

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What are MCP connectors? Plus 3 real-world examples

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MCP observability: overview, benefits, and best practices

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Composio vs n8n: when to choose one over the other

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How we built an opinionated design system that enables our engineers to ship faster

News and stories from Merge
News and stories from Merge

How to test AI agents effectively (5 tips)

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3 Arcade.dev alternatives to consider in 2026

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3 AI agent management platforms to consider in 2026

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The 3 best AI agent authentication tools in 2026

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3 Composio alternatives to consider in 2026

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AI agent governance: key aspects, benefits, and platforms

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Building with AI

AI agent management: overview, examples, and best practices

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A guide to authenticating AI agents

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Building with AI

Introducing Merge Agent Handler: One platform to connect, govern, and monitor your AI agents

News and stories from Merge
News and stories from Merge

A guide to integrating with Paycor’s API

Integration deep dives
Integration deep dives

B2B API integration: overview, examples, and best practices

Integration deep dives
Integration deep dives

How to integrate with the OneDrive API via Python

Integration deep dives
Integration deep dives

Inside Merge: how we’re building the leading sync engine

News and stories from Merge
News and stories from Merge

Finch API pricing: why it doesn’t meet your integration needs

A guide to integrating with Paylocity’s API 

Integration deep dives
Integration deep dives

A guide to integrating with HiBob’s API

Integration deep dives
Integration deep dives

How to integrate with the Dropbox API via Python

Integration deep dives
Integration deep dives

How to decide between syncing and MCP for enterprise search

Integration deep dives
Integration deep dives

5 real-world Model Context Protocol integration examples

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Semantic search: how to implement it for enterprise search

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A2A vs MCP: how they overlap and differ

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Building with AI

What is a SaaS integration platform? What you need to know

Integration deep dives
Integration deep dives

Paycom API integration: everything you should know

Integration deep dives
Integration deep dives

From profiling to production: How we reduced our log processing service's costs by 80%

News and stories from Merge
News and stories from Merge

Knowledge base integration: examples, tips, and benefits

Integration deep dives
Integration deep dives

How to integrate with the Google Drive API via Python

Integration deep dives
Integration deep dives

AI needs enterprise context. Merge’s new Knowledge Base Unified API delivers it

News and stories from Merge
News and stories from Merge

6 challenges of using the Model Context Protocol (MCP)

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How to test MCP servers effectively (6 best practices)

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Why Merge is more extensible than you think: a guide for engineers

Product
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Why MCP and APIs work better together

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Introducing Destinations: data storage, your way

Product
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The best unified API platforms in 2026

Integration deep dives
Integration deep dives

AI agent vs MCP: how they differ and overlap

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5 ways to secure AI agents successfully in 2026

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AI agent observability: Here’s what you need to know

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How to scope any API integration project (5 steps)

News and stories from Merge
News and stories from Merge

How to use SaaS APIs successfully in 2026

Integration deep dives
Integration deep dives

A guide to working with the SharePoint API

Integration deep dives
Integration deep dives

5 Prismatic alternatives to consider in 2026

What are API access controls? Plus tips for adopting them

Integration deep dives
Integration deep dives

6 Model Context Protocol alternatives to consider in 2026

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7 Finch API alternatives to consider in 2026

Integration deep dives
Integration deep dives

5 StackOne alternatives and competitors to consider in 2026

Integration deep dives
Integration deep dives

3 expert insights on building AI features successfully 

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3 Workday API connectors worth evaluating in 2026

Integration deep dives
Integration deep dives

Mistral AI just raised the bar for enterprise AI search by using Merge

News and stories from Merge
News and stories from Merge

The 6 most popular alternatives to Nango.dev in 2026

Integration deep dives
Integration deep dives

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Highlighting our Integration with ChartHop

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9/8/2022

Accounting concepts: the developer's essential guide

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8/10/2022

How to Build a Zenefits API Integration: Developer Guide

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News and stories from Merge
8/10/2022

Guide to payroll API integrations

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8/4/2022

Learn to handle any edge case with Authenticated Passthrough Requests

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7/28/2022

The fastest way to sync directory data

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7/25/2022

Investing in Integration Management

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7/15/2022

Highlighting our partnership with ClickUp

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7/13/2022

How to GET and create issues with the Jira API (with code snippets!)

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7/12/2022

Integrations, fast. Say hello to Magic Link

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Product
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7/12/2022

6 ways integrations drive business results

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7/8/2022

Meet unified writes

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7/6/2022

Introducing API log search

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6/29/2022

Managing long-running tasks with Celery and Kubernetes (or, keeping your sanity during deploys)

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News and stories from Merge
News and stories from Merge
6/9/2022

How to GET invoices in JSON from the Netsuite SOAP API using Python

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5/19/2022

9 ways your product can use project management integrations

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5/2/2022

Introducing requested data in Merge Link

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4/28/2022

Workflow Automation vs. Unified API: What's best for your integrations strategy?

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4/27/2022
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