Knowledge Base

 Results for "dimension table"

Articles, FAQs, project case studies, and service deep-dives.

Main site

Search results

35 results
Article Data & Platform ★ Featured

Data Warehouse Modelling — Star Schema and Dimensional Design

Facts, dimensions, slowly changing dimensions, and why modelling choices matter for query performance.

data warehouse star schema dimensional modeling SCD fact table
1 views Mar 30, 2026
Article Data & Platform ★ Featured

Apache Iceberg — The Open Table Format Explained

Snapshots, schema evolution, partition evolution, time travel, and compaction.

Apache Iceberg open table format time travel schema evolution ACID
1 views Mar 30, 2026
Article Data & Platform ★ Featured

PostgreSQL Performance Tuning Fundamentals

Indexing strategy, EXPLAIN ANALYZE, vacuum, and configuration settings that matter most.

PostgreSQL performance indexing EXPLAIN vacuum
1 views Mar 30, 2026
Article Data & Platform ★ Featured

Privacy-First Data Design — PII Handling Patterns

Tokenisation, pseudonymisation, encryption at rest, and right-to-deletion workflows.

PII privacy GDPR pseudonymisation tokenisation
1 views Mar 30, 2026
Article Product Engineering ★ Featured

Database Schema Migration Strategies

Expand-contract pattern, zero-downtime migrations, and tooling.

database migration expand-contract zero downtime Flyway Liquibase
1 views Mar 30, 2026
Article Product Engineering ★ Featured

Multi-Tenancy Patterns — Database-per-Tenant, Schema-per-Tenant, and Row-Level

Tradeoffs for SaaS data isolation, compliance, and operational complexity.

multi-tenancy SaaS database per tenant row-level security PostgreSQL
1 views Mar 30, 2026
Article Product Engineering ★ Featured

SQL Query Optimisation — Indexes, Execution Plans, and N+1

Practical techniques for making slow queries fast.

SQL query optimisation indexes N+1 EXPLAIN
2 views Mar 30, 2026
Article Data & Platform ★ Featured

Building a Data Quality Framework

Dimensions of data quality, validation layers, and monitoring in production pipelines.

data quality Great Expectations dbt tests validation completeness
1 views Mar 30, 2026
Article Computer Repair

Recover Deleted Files Without Paid Software

Use Recuva, TestDisk, and Shadow Copies to get files back.

recover files Recuva TestDisk deleted Shadow Copy
2 views Mar 30, 2026
Article Computer Repair

New SSD Not Showing Up in Windows

Initialize, partition, and format a new SSD that does not appear in File Explorer.

SSD not showing Disk Management initialize partition
2 views Mar 30, 2026
Article Data & Platform

Getting Started with dbt (data build tool)

Models, tests, documentation, and the dbt workflow for transforming warehouse data.

dbt data build tool ELT SQL transformation
1 views Mar 30, 2026
Article Data & Platform

Change Data Capture (CDC) — Debezium and Log-Based CDC

How CDC works, why it beats polling, and how to implement it with Debezium.

CDC change data capture Debezium Kafka WAL
1 views Mar 30, 2026
Article Data & Platform

Implementing Data Lineage Tracking

Column-level lineage, tools, and why it is critical for debugging and compliance.

data lineage OpenLineage DataHub dbt column lineage
1 views Mar 30, 2026
Article Product Engineering

Background Job Queue Design

Idempotency, retries, dead letter queues, and job observability.

background jobs queue idempotency DLQ retry
1 views Mar 30, 2026
Article Data & Platform

Data Lake vs Data Warehouse vs Lakehouse

Practical comparison of the three architectures and how to choose.

data lake data warehouse lakehouse Delta Lake Iceberg
1 views Mar 30, 2026
Article Data & Platform

Snowflake Best Practices for Cost and Performance

Virtual warehouses, clustering, query optimization, and controlling spend.

Snowflake cost optimization virtual warehouse clustering query tuning
2 views Mar 30, 2026
Article Data & Platform

Data Observability — Detecting Silent Pipeline Failures

Freshness, volume, distribution, schema, and lineage monitoring for data reliability.

data observability freshness volume distribution Monte Carlo
1 views Mar 30, 2026
Article Computer Repair

Convert a Windows 10 Boot Disk from Legacy BIOS (MBR) to UEFI (GPT)

Step-by-step guide to switching an existing Windows 10 installation from MBR/Legacy BIOS boot to GPT/UEFI — without reinstalling Windows — using Microsoft's bu…

UEFI MBR GPT MBR2GPT Windows 10
2 views Mar 30, 2026
Article Data & Platform

Implementing Data Retention Policies

Legal requirements, technical implementation, and automated deletion workflows.

data retention GDPR CCPA deletion compliance
1 views Mar 30, 2026
Article Data & Platform

Trino (formerly PrestoSQL) — Federated SQL Across Data Sources

Architecture, connectors, query federation, and performance tuning.

Trino Presto federated query SQL Iceberg
2 views Mar 30, 2026
Article Data & Platform

Delta Lake — ACID Transactions for Your Data Lake

Transaction log, upserts, schema enforcement, and time travel on S3.

Delta Lake ACID upsert MERGE time travel
1 views Mar 30, 2026
Article Product Engineering

Event Sourcing and CQRS — Practical Implementation

Event store design, projection rebuilding, and operational realities.

event sourcing CQRS event store projection snapshot
1 views Mar 30, 2026
Article Data & Platform

Schema Registry and Avro for Kafka Data Contracts

Why schema management matters for streaming pipelines and how to implement it.

Avro Schema Registry Kafka data contracts schema evolution
1 views Mar 30, 2026
Article Data & Platform

Migrating from MySQL to PostgreSQL

Schema translation, data migration, and common incompatibilities to address.

MySQL PostgreSQL migration pgloader schema translation
1 views Mar 30, 2026
Article Data & Platform

Event-Driven Data Architecture Patterns

Event sourcing, CQRS, outbox pattern, and when event-driven beats request/response.

event sourcing CQRS outbox pattern event-driven Kafka
1 views Mar 30, 2026
Article Product Engineering

Extracting Microservices from a Monolith

The strangler fig pattern, identifying seams, and avoiding the distributed monolith.

microservices monolith strangler fig distributed system architecture
1 views Mar 30, 2026
Article Data & Platform

Time-Series Databases — InfluxDB vs TimescaleDB vs ClickHouse

Comparing purpose-built and general-purpose solutions for time-series data.

time-series InfluxDB TimescaleDB ClickHouse metrics
1 views Mar 30, 2026
Article Data & Platform

Amazon Redshift — Architecture and Query Optimization

Distribution styles, sort keys, VACUUM, ANALYZE, and WLM tuning.

Redshift AWS distribution key sort key VACUUM
1 views Mar 30, 2026
Article Data & Platform

Parquet vs CSV — Why Columnar Storage Matters

How Parquet's columnar format reduces storage costs and speeds up analytical queries.

Parquet CSV columnar storage compression PyArrow
1 views Mar 30, 2026
Article Computer Repair

Fix NTFS Errors and File System Corruption

Repair partition table and NTFS filesystem corruption using built-in and free tools.

NTFS file system corruption CHKDSK TestDisk
1 views Mar 30, 2026
Article Data & Platform

Data Platform Cost Optimization Strategies

Reducing Snowflake, S3, Spark, and Kafka spend without sacrificing performance.

cost optimization Snowflake S3 Spark Kafka
1 views Mar 30, 2026
Article Data & Platform

Materialised Views — When and How to Use Them

Incremental refresh, use cases, and implementation across Postgres, Snowflake, and dbt.

materialised views incremental refresh PostgreSQL Snowflake dbt
1 views Mar 30, 2026
Article Data & Platform

Building a Data Catalog with DataHub

Ingestion, metadata, search, and making your catalog actually useful.

DataHub data catalog metadata lineage discoverability
1 views Mar 30, 2026
Article Data & Platform

PostgreSQL Replication — Streaming, Logical, and Read Replicas

Set up read replicas, understand WAL, and choose between streaming and logical replication.

PostgreSQL replication streaming replication logical replication Patroni
1 views Mar 30, 2026
Article Data & Platform

BigQuery Cost and Performance Optimization

Partitioned tables, clustered tables, slot usage, and avoiding full scans.

BigQuery GCP partitioning clustering cost optimization
1 views Mar 30, 2026