Business practice
One catalog for five departments
Purchasing, marketing, and analytics use the same data but prepare different files. Organize shared collection and estimate its benefit under stated assumptions.
News and notes
What is new in Akmelo and how to get more value from your data.
All articles
Guides
Plan the cost of regular collection
Catalog size, run frequency, and processing affect spending differently. Compare your plan with transaction history and workspace limits.
Guides
Schedule time zones: when will collection run?
A schedule has its own time zone, which may differ from yours. Check the next occurrences and when results will be ready.
Guides
A collection run failed: where to start
Another run is not always the answer. Work from status and logs to the source response, then trial a specific fix.
Stories
Agree on a shared catalog workflow
Define each field, decide who checks results, and grant scenario access to the right people in a team workspace.
Guides
Filter data before sending it
Choosing records and choosing fields are different tasks. Configure export conditions, inspect a sample, and explain count differences.
Guides
CSV, JSON, or XML: choose an export format
Use a table for review, nested data for software, or XML to meet a recipient's requirements. Check a sample before delivery.
Guides
Size-level stock: what the total hides
A total stock number cannot answer whether one specific size is available. Read variants without turning gaps into zeroes.