Checks & Profiling
The Checks & Profiling section of Insights summarizes your quality checks, their assertion outcomes, and the profiling behind them.
Before you read the numbers
What gets counted here is set by the filters, and every value follows the same reading conventions, such as what a percentage compares against and when a number reads --.
What the Section Shows
Four panels, each answering a different question about your checks and the profiling that feeds them.
Check Summary
The center of the card shows Active Checks, the number of checks in the Active status as of the report date. Draft checks, archived checks, and check templates are not counted. The ring around it is divided by assertion status, so the balance of Passing, Failing, and Not Asserted is readable before you look at any number.
That total is broken down two ways. Every check falls into exactly one row of each group. These rows report counts only, with no change percentage, unlike the Records Profiled and Fields Profiled cards beside it.
Assertion Status describes the most recent outcome of each check. On the card each icon sits inside a circle tinted with the same color shown here.
| Status | Description |
|---|---|
| Passing | The check's most recent assertion succeeded. |
| Failing | The check's most recent assertion failed. |
| Not Asserted | The check has no recorded pass or fail result yet, usually because no scan has evaluated it. |
Check Type describes where each check came from. These two icons carry no color of their own, sitting in a plain circle.
| Type | Description |
|---|---|
| AI Managed | Generated and maintained by Qualytics from observed data behavior. |
| Authored | Created and governed by your team, in the platform or through the API, from guided rule types and templates to SQL expressions for specialized business logic. |
Hover a number to see it in full
Every count on this card is abbreviated, so 42.57K stands in for the real figure. Hovering any value above 1,000 shows the exact count written out. A value of 1,000 or less is already exact and carries no tooltip.
Records Profiled and Fields Profiled
- Records Profiled is the total number of records processed by Profile operations up to the report date.
- Fields Profiled is the number of distinct fields profiled up to the report date. A field profiled repeatedly is counted once.
Both carry a percentage beside the total, comparing where the count stood on the report date against where it stood at the start of the timeframe. Hovering it says which timeframe it is measured against. Unlike the Check Summary breakdown above, which reports counts only, these two always show the percentage whenever the card has a value, and a count that did not move reads 0% with a grey dot instead of an arrow.
Check Distribution
Check Distribution is a single horizontal bar split into one segment per check rule type, each sized by how many active checks use that rule type. It shows which kinds of rules cover your data.
A color legend below the bar names each rule type. The Top control chooses whether the 5 or the 10 most common rule types get a segment of their own, and everything past that point is combined into one All Other segment.
Hover a segment to see what it holds
The tooltip is headed by the rule type, then gives Ratio, its share of the active checks, Count, how many checks use it, and Importance, the weight that rule type carries. The All Other segment reports Ratio and Count only, since it bundles several rule types with different importance.
Profiling Activity
Profiling Activity charts how much profiling happened in each period of the timeframe.
- A line tracks Profile Runs, the number of profile operations that completed successfully in each period. Operations that failed are not counted.
- Bars show a second metric for that period, chosen from the dropdown beside the legend. The options are Records Profiled and Fields Profiled.
The two use separate scales, on the left and right of the chart.
A period earns a point on the Profile Runs line only when at least one profile finished successfully in it. When nothing ran, or everything that ran failed, that period holds no value rather than a value of zero, so the line skips it and bridges the gap with a grey dashed segment. That is the same cue the Data Volume chart uses, and it is why a quiet stretch reads as a break in the line instead of a drop to the bottom of the chart.
Hover a period to read both measures at once
A single tooltip covers the whole period, so Profile Runs and whichever bar metric you have selected, Records Profiled or Fields Profiled, appear together with the period as the heading. The period is written to match the current grouping, so the same chart reads Sep 14, 2026 when grouped by day and Q3 - 2026 when grouped by quarter, and a measure with nothing recorded for that period is left out of the tooltip rather than shown as zero.