SG regtech firm Tookitaki names new CEO as it expands in APAC

Node.js Managed Metrics Dashboard: Filtering Agent Loop Noise Across Regions

For a startup metrics dashboard, define a few stable boundaries around the media agent loop before evaluating any managed alternative to Prometheus and Grafana.

• Preserve agentloopdurationseconds consistency across regions and deployments.
• Limit label cardinality by excluding high-cardinality dimensions like user IDs and error messages.

1h ago ·dev.to

OCR Uploaded Scans and Store Extracted Text in 4 Stages (With Validation)

An e-commerce document service should accept a scan, persist the private original, enqueue OCR, store extracted text under the document ID, and redact a derived copy before anybody shares it.

• Four-stage asynchronous pipeline processes uploaded scan
• Accepts scan, persists original, performs OCR, stores text
• Validation checks upload, rejects empty or unsupported files

1h ago ·dev.to

Graph RAG: where it actually breaks

Neo4j with a working schema: two days. Cypher traversal for the relationships I needed: another day or two, once I knew what I was querying. The graph structure, once committed, stayed mostly stable.

1h ago ·dev.to

What Drupal Builders Should Log After CVE-2026-96366: Detection Ideas for an Access Bypass

What Drupal Builders Should Log After CVE-2026-96366: Detection Ideas for an Access Bypass Access bypasses are quiet by nature.

• Monitor web server logs for file entity paths accessed by unauthorized users after form submission.
• Identify suspicious enumeration attempts by a single user account probing file identifiers.
• Correlate form submissions with file access requests to detect unauthorized file viewing.

1h ago ·dev.to

A Guide to Building Pricing Uptime Dashboards from Metrics and Logs

TL;DR: For a pricing-rule rollout, build the internal uptime dashboard from recent health metrics and structured logs, reduce them to green, yellow, or red per service, and let the feature flag…

• Gather health metrics and logs for pricing-rule rollout dashboard
• Categorize data as green, yellow, or red based on service performance
• Use five-minute window for accurate rate measurements and failure count

1h ago ·dev.to