--- title: "Data Analytics — Guides & Best Practices | OWOX Blog" canonical: "https://www.owox.com/blog/topics/data-analytics" updated: "2026-09-30" --- # Data Analytics 38 articles · 3 guides · 8 videos [Article · Data Analytics · Stop delegating tasks with data screenshots that are wrong by morning · Jul 22, 2026](/blog/articles/delegate-data-tasks-google-sheets) [Article · Data Analytics · You'll switch tools one day. Will your data still be yours? · Jul 22, 2026](/blog/articles/own-your-data-warehouse) [Article · Data Analytics · Who do you ask about your data? · Jul 20, 2026](/blog/articles/ask-your-business-data-ai-chat) [Article · Data Analytics · The most expensive queue in your company is in front of your one data guy · Jul 14, 2026](/blog/articles/data-team-bottleneck) [Article · Data Analytics · Marketplace data model: a free two-sided template · Jul 9, 2026](/blog/articles/marketplace-data-model) [Article · Data Analytics · Mobile game data model: a free analytics template · Jul 9, 2026](/blog/articles/mobile-game-data-model) [Article · Data Analytics · We analyzed 1,438 job postings. Here’s what reporting analysts actually do. · Jul 1, 2026](/blog/articles/reporting-analyst-skills-job-postings) [Article · Data Analytics · The Critical Role of Data Freshness in Business Decision-Making in 2025 · Jun 17, 2026](/blog/articles/data-freshness-and-business-decision-making) [Article · Data Analytics · Business Users Want "Real-Time Data": Defining Freshness SLAs · Jun 17, 2026](/blog/articles/real-time-data-freshness-slas) [Article · Data Analytics · The AI reporting analytics team that replaces your backlog, not your people · Jun 3, 2026](/blog/articles/ai-analytics-team) [Article · Data Analytics · The Analyst’s Survival Guide to Ad-hoc Requests from Business Teams · Mar 23, 2026](/blog/articles/analysts-guide-managing-one-off-ad-hoc-requests) [Article · Data Analytics · What Are Slowly Changing Dimensions? Types, Examples & Best Practices · Mar 23, 2026](/blog/articles/slow-changing-dimensions-types) [Article · Data Analytics · Governed Metrics Without a Full Semantic Layer: Mastering Output Schemas · Mar 13, 2026](/blog/articles/metrics-definitions-without-semantic-layer) [Article · Data Analytics · From Backlog to Library: Turning Tickets into Reusable Data Marts · Mar 12, 2026](/blog/articles/from-backlog-to-reusable-data-marts) [Article · Data Analytics · How to Choose a Data Warehouse: A Practical Guide for Data Analysts · Mar 5, 2026](/blog/articles/choose-right-data-warehouse) [Article · Data Analytics · Data Collection: Stage #2 of the Data Analysis Process · Aug 1, 2025](/blog/articles/data-analytics-stage-2-data-collection) [Article · Data Analytics · Top 5 Data Challenges Most Businesses Face in Analytics (And How to Overcome Them) · Aug 1, 2025](/blog/articles/top-data-analytics-challenges) [Article · Data Analytics · What Is Augmented Analytics? A Complete Guide with Benefits and Best Practices · Jul 25, 2025](/blog/articles/augmented-analytics-complete-guide-benefits) [Article · Data Analytics · 13 Proven Sales Forecasting Methods for Accurate Revenue Predictions · May 16, 2025](/blog/articles/sales-forecasting-methods) [Article · Data Analytics · What Is Raw Data and How to Use It · May 7, 2025](/blog/articles/what-is-raw-data) [Article · Data Analytics · How to Tell a Great Story with Data: A Complete Data Storytelling Guide · Mar 31, 2025](/blog/articles/data-storytelling-complete-guide) [Article · Data Analytics · Data Quality Check: Monitoring Accuracy and Reliability · Mar 3, 2025](/blog/articles/data-testing) [Article · Data Analytics · 6 Inventory Optimization Techniques to Boost Supply Chain Efficiency · Feb 10, 2025](/blog/articles/inventory-optimization-techniques) [Article · Data Analytics · What Is Supply Chain Analytics? Key Concepts and Use Cases · Feb 10, 2025](/blog/articles/supply-chain-analytics) [Article · Data Analytics · Data Lakehouse: Bridging the Gap Between Data Lakes and Warehouses · Jan 13, 2025](/blog/articles/data-lakehouse-architecture) [Article · Data Analytics · Data Lakehouse: Real-Life Use Cases and Examples · Jan 13, 2025](/blog/articles/data-lakehouse-use-cases) [Article · Data Analytics · Overcoming Common Data Quality Issues with OWOX · Jan 6, 2025](/blog/articles/common-data-quality-issues-how-to-overcome) [Article · Data Analytics · 12 Augmented Analytics Examples and Use Cases Across Industries · Dec 26, 2024](/blog/articles/augmented-analytics-use-cases) [Article · Data Analytics · What Every Analyst Needs to Know About Data Lineage · Dec 26, 2024](/blog/articles/data-lineage) [Article · Data Analytics · Data Warehouse Implementation Without the Pain: Essential Strategies and Tools · Dec 24, 2024](/blog/articles/data-warehouse-implementation-guide) [Article · Data Analytics · Delivering Insights: Stage #4 of the Data Analysis Process · Dec 5, 2024](/blog/articles/data-analysis-process-insights-delivery) [Article · Data Analytics · Data Preparation: Stage #3 of the Data Analysis Process · Dec 5, 2024](/blog/articles/data-analytics-stage-3-data-preparation) [Article · Data Analytics · The Plan: Stage #1 of the Data Analysis Process · Nov 29, 2024](/blog/articles/data-analytics-stage-1-the-plan) [Article · Data Analytics · What is Data Analytics? · Nov 15, 2024](/blog/articles/what-is-data-analytics) [Article · Data Analytics · Who Is in Control of Your Data Processing in E-commerce? · Sep 3, 2024](/blog/articles/who-is-in-control-of-your-data) [Article · Data Analytics · An In-depth Comparison of 7 Leading Data Warehouses and Databases · Jul 11, 2024](/blog/articles/data-warehouses-comparison) [Article · Data Analytics · Database, Data Warehouse, or Data Lake: Which is Right for Your Data Needs? · Jun 27, 2024](/blog/articles/database-data-warehouse-data-lake) [Article · Data Analytics · Who is responsible for data quality? Responsibility matrix for analytics teams · May 20, 2022](/blog/articles/who-is-responsible-for-data-quality) ## Guides * [The Ultimate Data Quality Checklist](/guides/data-quality-checklist) * [Overcoming Modern Data Management Challenges](/guides/modern-data-management) * [Responsibility matrix for analytics teams](/guides/responsibility-matrix-for-analytics-teams) ## Videos * [8 Data Analytics Terms Everyone Should Know](/video/8-data-analytics-terms-everyone-should-know) * [Data Collection](/video/data-collection) * [Data Preparation](/video/data-preparation) * [Delivering Insights](/video/delivering-insights) * [Data Analysis Stage 1](/video/the-analytics-plan) * [Data Freshness in 2024](/video/the-critical-role-of-data-freshness-in-2024) * [5 Data Analytics Problems](/video/top-5-problems-every-business-face) * [Choosing a Data Warehouse](/video/why-when-which-data-warehouse) ## References Pages this page links to, on this site and on docs.owox.com. Where the page has a Markdown twin, its address follows the link. - [Article · Data Analytics · Stop delegating tasks with data screenshots that are wrong by morning ·…](https://www.owox.com/blog/articles/delegate-data-tasks-google-sheets) — /blog/articles/delegate-data-tasks-google-sheets.md - [Article · Data Analytics · You'll switch tools one day. Will your data still be yours? · Jul 22,…](https://www.owox.com/blog/articles/own-your-data-warehouse) — /blog/articles/own-your-data-warehouse.md - [Article · Data Analytics · Who do you ask about your data? · Jul 20, 2026](https://www.owox.com/blog/articles/ask-your-business-data-ai-chat) — /blog/articles/ask-your-business-data-ai-chat.md - [Article · Data Analytics · The most expensive queue in your company is in front of your one data guy…](https://www.owox.com/blog/articles/data-team-bottleneck) — /blog/articles/data-team-bottleneck.md - [Article · Data Analytics · Marketplace data model: a free two-sided template · Jul 9, 2026](https://www.owox.com/blog/articles/marketplace-data-model) — /blog/articles/marketplace-data-model.md - [Article · Data Analytics · Mobile game data model: a free analytics template · Jul 9, 2026](https://www.owox.com/blog/articles/mobile-game-data-model) — /blog/articles/mobile-game-data-model.md - [Article · Data Analytics · We analyzed 1,438 job postings. Here’s what reporting analysts actually…](https://www.owox.com/blog/articles/reporting-analyst-skills-job-postings) — /blog/articles/reporting-analyst-skills-job-postings.md - [Article · Data Analytics · The Critical Role of Data Freshness in Business Decision-Making in 2025 ·…](https://www.owox.com/blog/articles/data-freshness-and-business-decision-making) — /blog/articles/data-freshness-and-business-decision-making.md - [Article · Data Analytics · Business Users Want "Real-Time Data": Defining Freshness SLAs · Jun 17,…](https://www.owox.com/blog/articles/real-time-data-freshness-slas) — /blog/articles/real-time-data-freshness-slas.md - [Article · Data Analytics · The AI reporting analytics team that replaces your backlog, not your…](https://www.owox.com/blog/articles/ai-analytics-team) — /blog/articles/ai-analytics-team.md - [Article · Data Analytics · The Analyst’s Survival Guide to Ad-hoc Requests from Business Teams · Mar…](https://www.owox.com/blog/articles/analysts-guide-managing-one-off-ad-hoc-requests) — /blog/articles/analysts-guide-managing-one-off-ad-hoc-requests.md - [Article · Data Analytics · What Are Slowly Changing Dimensions? Types, Examples & Best Practices ·…](https://www.owox.com/blog/articles/slow-changing-dimensions-types) — /blog/articles/slow-changing-dimensions-types.md - [Article · Data Analytics · Governed Metrics Without a Full Semantic Layer: Mastering Output Schemas…](https://www.owox.com/blog/articles/metrics-definitions-without-semantic-layer) — /blog/articles/metrics-definitions-without-semantic-layer.md - [Article · Data Analytics · From Backlog to Library: Turning Tickets into Reusable Data Marts · Mar…](https://www.owox.com/blog/articles/from-backlog-to-reusable-data-marts) — /blog/articles/from-backlog-to-reusable-data-marts.md - [Article · Data Analytics · How to Choose a Data Warehouse: A Practical Guide for Data Analysts · Mar…](https://www.owox.com/blog/articles/choose-right-data-warehouse) — /blog/articles/choose-right-data-warehouse.md - [Article · Data Analytics · Data Collection: Stage #2 of the Data Analysis Process · Aug 1, 2025](https://www.owox.com/blog/articles/data-analytics-stage-2-data-collection) — /blog/articles/data-analytics-stage-2-data-collection.md - [Article · Data Analytics · Top 5 Data Challenges Most Businesses Face in Analytics (And How to…](https://www.owox.com/blog/articles/top-data-analytics-challenges) — /blog/articles/top-data-analytics-challenges.md - [Article · Data Analytics · What Is Augmented Analytics? A Complete Guide with Benefits and Best…](https://www.owox.com/blog/articles/augmented-analytics-complete-guide-benefits) — /blog/articles/augmented-analytics-complete-guide-benefits.md - [Article · Data Analytics · 13 Proven Sales Forecasting Methods for Accurate Revenue Predictions ·…](https://www.owox.com/blog/articles/sales-forecasting-methods) — /blog/articles/sales-forecasting-methods.md - [Article · Data Analytics · What Is Raw Data and How to Use It · May 7, 2025](https://www.owox.com/blog/articles/what-is-raw-data) — /blog/articles/what-is-raw-data.md - [Article · Data Analytics · How to Tell a Great Story with Data: A Complete Data Storytelling Guide ·…](https://www.owox.com/blog/articles/data-storytelling-complete-guide) — /blog/articles/data-storytelling-complete-guide.md - [Article · Data Analytics · Data Quality Check: Monitoring Accuracy and Reliability · Mar 3, 2025](https://www.owox.com/blog/articles/data-testing) — /blog/articles/data-testing.md - [Article · Data Analytics · 6 Inventory Optimization Techniques to Boost Supply Chain Efficiency ·…](https://www.owox.com/blog/articles/inventory-optimization-techniques) — /blog/articles/inventory-optimization-techniques.md - [Article · Data Analytics · What Is Supply Chain Analytics? Key Concepts and Use Cases · Feb 10, 2025](https://www.owox.com/blog/articles/supply-chain-analytics) — /blog/articles/supply-chain-analytics.md - [Article · Data Analytics · Data Lakehouse: Bridging the Gap Between Data Lakes and Warehouses · Jan…](https://www.owox.com/blog/articles/data-lakehouse-architecture) — /blog/articles/data-lakehouse-architecture.md - [Article · Data Analytics · Data Lakehouse: Real-Life Use Cases and Examples · Jan 13, 2025](https://www.owox.com/blog/articles/data-lakehouse-use-cases) — /blog/articles/data-lakehouse-use-cases.md - [Article · Data Analytics · Overcoming Common Data Quality Issues with OWOX · Jan 6, 2025](https://www.owox.com/blog/articles/common-data-quality-issues-how-to-overcome) — /blog/articles/common-data-quality-issues-how-to-overcome.md - [Article · Data Analytics · 12 Augmented Analytics Examples and Use Cases Across Industries · Dec 26,…](https://www.owox.com/blog/articles/augmented-analytics-use-cases) — /blog/articles/augmented-analytics-use-cases.md - [Article · Data Analytics · What Every Analyst Needs to Know About Data Lineage · Dec 26, 2024](https://www.owox.com/blog/articles/data-lineage) — /blog/articles/data-lineage.md - [Article · Data Analytics · Data Warehouse Implementation Without the Pain: Essential Strategies and…](https://www.owox.com/blog/articles/data-warehouse-implementation-guide) — /blog/articles/data-warehouse-implementation-guide.md - [Article · Data Analytics · Delivering Insights: Stage #4 of the Data Analysis Process · Dec 5, 2024](https://www.owox.com/blog/articles/data-analysis-process-insights-delivery) — /blog/articles/data-analysis-process-insights-delivery.md - [Article · Data Analytics · Data Preparation: Stage #3 of the Data Analysis Process · Dec 5, 2024](https://www.owox.com/blog/articles/data-analytics-stage-3-data-preparation) — /blog/articles/data-analytics-stage-3-data-preparation.md - [Article · Data Analytics · The Plan: Stage #1 of the Data Analysis Process · Nov 29, 2024](https://www.owox.com/blog/articles/data-analytics-stage-1-the-plan) — /blog/articles/data-analytics-stage-1-the-plan.md - [Article · Data Analytics · What is Data Analytics? · Nov 15, 2024](https://www.owox.com/blog/articles/what-is-data-analytics) — /blog/articles/what-is-data-analytics.md - [Article · Data Analytics · Who Is in Control of Your Data Processing in E-commerce? · Sep 3, 2024](https://www.owox.com/blog/articles/who-is-in-control-of-your-data) — /blog/articles/who-is-in-control-of-your-data.md - [Article · Data Analytics · An In-depth Comparison of 7 Leading Data Warehouses and Databases · Jul…](https://www.owox.com/blog/articles/data-warehouses-comparison) — /blog/articles/data-warehouses-comparison.md - [Article · Data Analytics · Database, Data Warehouse, or Data Lake: Which is Right for Your Data…](https://www.owox.com/blog/articles/database-data-warehouse-data-lake) — /blog/articles/database-data-warehouse-data-lake.md - [Article · Data Analytics · Who is responsible for data quality? Responsibility matrix for analytics…](https://www.owox.com/blog/articles/who-is-responsible-for-data-quality) — /blog/articles/who-is-responsible-for-data-quality.md - [The Ultimate Data Quality Checklist](https://www.owox.com/guides/data-quality-checklist) — /guides/data-quality-checklist.md - [Overcoming Modern Data Management Challenges](https://www.owox.com/guides/modern-data-management) — /guides/modern-data-management.md - [Responsibility matrix for analytics teams](https://www.owox.com/guides/responsibility-matrix-for-analytics-teams) — /guides/responsibility-matrix-for-analytics-teams.md - [8 Data Analytics Terms Everyone Should Know](https://www.owox.com/video/8-data-analytics-terms-everyone-should-know) — /video/8-data-analytics-terms-everyone-should-know.md - [Data Collection](https://www.owox.com/video/data-collection) — /video/data-collection.md - [Data Preparation](https://www.owox.com/video/data-preparation) — /video/data-preparation.md - [Delivering Insights](https://www.owox.com/video/delivering-insights) — /video/delivering-insights.md - [Data Analysis Stage 1](https://www.owox.com/video/the-analytics-plan) — /video/the-analytics-plan.md - [Data Freshness in 2024](https://www.owox.com/video/the-critical-role-of-data-freshness-in-2024) — /video/the-critical-role-of-data-freshness-in-2024.md - [5 Data Analytics Problems](https://www.owox.com/video/top-5-problems-every-business-face) — /video/top-5-problems-every-business-face.md - [Choosing a Data Warehouse](https://www.owox.com/video/why-when-which-data-warehouse) — /video/why-when-which-data-warehouse.md