DataScreenIQ — Dashboard

Overview

Rows screened

—

this period

Avg health score

—

across all jobs

WARN / BLOCK jobs

—

quality issues detected

Sources monitored

—

active pipelines

Monthly usage

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Sources

Source	Total rows	Jobs	Health	PASS	WARN	BLOCK	Drift	Last run

Recent jobs

Source	Rows	Health	Status	Drift	Time

All jobs

Job ID	Endpoint	Rows	Checks	Pass rate	Status	Created

API Keys

Use these keys to authenticate requests to api.datascreeniq.com

Current plan

Developer

500K rows / month · Free

All plans

Quality thresholds

Configure when DataScreenIQ issues WARN or BLOCK verdicts. These apply to all sources by default, or set per-source overrides below.

Apply to

Null rate

Percentage of null or missing values in a column before triggering alerts.

defaults: warn 30% · block 70%

WARN when null rate exceeds

BLOCK when null rate exceeds

Type mismatch

Percentage of values in a column that don't match the dominant detected type.

defaults: warn 5% · block 20%

WARN when mismatch rate exceeds

BLOCK when mismatch rate exceeds

Empty string rate

Percentage of empty string values ("") in a column before flagging as an issue.

default: warn 20%

WARN when empty rate exceeds

BLOCK when empty rate exceeds

Duplicate rate

Percentage of duplicate values in a column (excludes low-cardinality enum fields).

default: warn 10%

WARN when duplicate rate exceeds

BLOCK when duplicate rate exceeds

Outlier detection (IQR)

IQR multiplier for numeric outlier fences. Standard is 1.5× IQR. Also set the outlier rate threshold for flagging.

defaults: 1.5× IQR · warn 1% · block 5%

IQR multiplier

WARN when outlier rate exceeds

BLOCK when outlier rate exceeds

Health score verdict

Overall health score thresholds that determine the final PASS / WARN / BLOCK decision.

defaults: pass ≥80% · warn ≥50% · block <50%

PASS when health ≥

BLOCK when health <

Row count anomaly

How much deviation from the historical average row count triggers an anomaly flag.

default: ±50% deviation

Flag when row count deviates by

Severity

Enum & cardinality

Max distinct values before a field is no longer treated as an enum. New values in enum fields trigger drift alerts.

default: ≤20 distinct values

Enum threshold (max distinct values)

values

New enum value severity

Timestamp recency

Flag timestamp columns where the most recent value is older than the threshold.

default: warn 24h · block 72h

WARN when data is older than

hours

BLOCK when data is older than

hours

Inline API override

You can also override thresholds per-request by passing options.thresholds in your API call. Inline values take priority over saved dashboard settings.

{
  "source": "payments",
  "rows": [...],
  "options": {
    "thresholds": {
      "null_rate_warn": 0.10,
      "null_rate_block": 0.40,
      "type_mismatch_warn": 0.02
    }
  }
}

Slack alerts

Not configured

Get notified in Slack when your data returns BLOCK or WARN verdicts. Create an Incoming Webhook in your Slack workspace and paste the URL below. How to create one →

Alert on: BLOCK WARN PASS

Webhook endpoints

POST the full quality report JSON to any HTTPS endpoint on BLOCK or WARN. Includes an X-DataScreenIQ-Signature header for verification.

No webhooks configured.