Tikalytics methodology
How Tikalytics builds monthly TikTok Shop reports
Tikalytics organizes each completed month as one consistent snapshot, validates and normalizes the records, ranks products and stores, calculates comparison signals, and publishes public previews alongside complete Pro reports.
One snapshot per month
Each report is tied to a completed period. Keeping one snapshot avoids mixing live changes with an already published ranking and makes historical comparisons easier to interpret.
Normalize before comparing
Product, store, and category records need consistent identifiers, fields, dates, and units before ranking. Invalid report folders and malformed metadata are rejected during packaging and readiness checks.
Calculate research signals
The report combines source values with derived comparisons such as growth, revenue per store, concentration, saturation, competition, and market potential. These are research signals, not guarantees or audited financial statements.
Separate public previews from Pro
Public pages use purpose-built preview objects. The public contract shows five products with approved metrics, five store names, and three category names from the latest report. Complete rows, paid fields, historical reports, filters, and details are authorized on the server before loading.
Frequently asked questions
How often does Tikalytics publish data?
Tikalytics publishes completed monthly report snapshots.
Are Tikalytics figures guaranteed sales totals?
No. They are market-research estimates intended for comparison, trend analysis, and benchmarking.
Why are historical reports Pro?
Historical depth, complete rankings, filters, and detailed metrics are part of the paid research product.