Best Tools to Build MongoDB Aggregation Pipelines in 2026
Aggregation becomes difficult when you have to visualize the data as it changes in your mind. Visual aggregation builders address this issue. Instead of writing complex JSON queries, you can add on...
Source: DEV Community
Aggregation becomes difficult when you have to visualize the data as it changes in your mind. Visual aggregation builders address this issue. Instead of writing complex JSON queries, you can add one stage at a time, time, see the results, and observe how the data changes in real time. In this post, I will create a small pipeline from the payments collection and replicate it in five tools: MongoDB Compass Studio 3T VisuaLeaf Navicat for MongoDB NoSQL Manager This will help you understand what “visual” means in each tool. The Example We Will Build To keep things straightforward, we will build a small aggregation pipeline that shows: The latest payments along with course details. The pipeline will: Filter payments made in USD Sort them by the newest payment date Keep only the latest 10 payments Join the related course Display a clean result with the course title and category Here is how you usually write an aggregation pipeline in shell: db.payments.aggregate([ { $match: { currency: "USD"
