Essential cookies keep authentication working. With your permission, we also use analytics cookies to understand and improve the product. Read our Privacy Policy

DataEngPrep.tech
QuestionsPracticeAI CoachDashboardPricingBlog
ProLogin
Home/Questions/SQL/How would you handle nulls in a SQL join? Provide examples using COALESCE.

How would you handle nulls in a SQL join? Provide examples using COALESCE.

SQLmedium0.7 min read

Reviewed by Aditya Kumar · Last reviewed 2026-03-24

Nulls in SQL joins behave uniquely: NULL = NULL evaluates to NULL (not TRUE), so join keys with nulls typically don't match. Use COALESCE to normalize join keys. Example: SELECT * FROM orders o JOIN customers c ON COALESCE(o.customer_id, -1) = COALESCE(c.id, -1). For left joins...

🤖 Analyze Your Answer
Frequency
Low
Asked at 1 company
Category
487
questions in SQL
Difficulty Split
130E|271M|86H
in this category
Total Bank
1,863
across 7 categories
Asked at these companies
Bristol Myers Squibb
Key Concepts Tested
joinsql

Why This Question Matters

This medium-level SQL question appears frequently in data engineering interviews at companies like Bristol Myers Squibb. While less common, it tests deeper understanding that distinguishes strong candidates. Mastering the underlying concepts (join, sql) will help you answer variations of this question confidently.

How to Approach This

Break this problem into components. Identify the core trade-offs involved, then walk the interviewer through your reasoning step by step. Demonstrate awareness of edge cases and production considerations - this is what separates good answers from great ones.

Expert Answer
147 words

Nulls in SQL joins behave uniquely: NULL = NULL evaluates to NULL (not TRUE), so join keys with nulls typically don't match. Use COALESCE to normalize join keys. Example: SELECT FROM orders o JOIN customers c ON COALESCE(o.customer_id, -1) = COALESCE(c.id, -1). For left joins where right-side columns may be null, use COALESCE in SELECT: COALESCE(c.name, 'Unknown Customer'). To include null-matching rows explicitly, use: ON (o.key = c.key OR (o.key IS NULL AND c.key IS NULL)). Best practice: decide if null keys should match (rare) or be excluded. Use COALESCE when consolidating from multiple sources with different null conventions. Example: SELECT o., COALESCE(c.country, 'N/A') FROM orders o LEFT JOIN customers c ON o.customer_id = c.id; Why it matters: Design choices compound at scale—wrong approach can cause 100× overhead. Scalability trade-offs: Profile before optimizing; validate on sample then full. Cost implications: Suboptimal choices multiply at billion-row scale.

⚡
Pro Tip

Red Flag: Using null keys in joins without explicit handling—NULL=NULL is UNKNOWN. Pro-Move: 'We normalized with COALESCE(key,-1) in join; documented null semantics in data contract.'

Want all answers as a PDF for offline study?
Seven focused volumes with 750+ in-depth answers — Answer Vault →

Related SQL Questions

mediumWrite an SQL query to find the second-highest salary from an employee table.FreemediumDemonstrate the difference between DENSE_RANK() and RANK()FreemediumDiscuss differences between ROW_NUMBER(), RANK(), and DENSE_RANK(), and provide examples from your projects.FreemediumExplain the differences between Data Warehouse, Data Lake, and Delta LakeFreemediumExplain the differences between Repartition and Coalesce. When would you use each?Free

Level up your prep

Recommended
Educative
Educative Unlimited

800+ hands-on courses — Grokking System Design, Coding Patterns, and AI mock interviews for your DE loop.

Start learning →

Some links below are affiliate links. If you buy through them we may earn a small commission at no extra cost to you — it helps keep DataEngPrep free.

According to DataEngPrep.tech, this is one of the most frequently asked SQL interview questions, reported at 1 company. DataEngPrep.tech maintains an editor-reviewed database of 1,863 data engineering interview questions across 7 categories.

← Back to all questionsMore SQL questions →
Categories
All QuestionsSQLSpark / Big DataPython / CodingSystem DesignCloud / ToolsBehavioral
By Company
AmazonGoogleDatabricksSnowflakeAWSAzureMicrosoftNetflixUberTCS
Interview Guides
All GuidesTop SQL QuestionsTop Spark QuestionsPySpark QuestionsTop Python QuestionsTop System DesignKafka QuestionsAirflow QuestionsSQL Window FunctionsETL QuestionsData Modeling
Products
AI Interview CoachAnswer AnalyzerSQL PlaygroundResume AnalyzerAnswer Vault PDFsPricing
Company
About & Editorial PolicyContact UsAI DisclosureDisclaimerTerms of ServicePrivacy Policy
© 2026 DataEngPrep.tech. All rights reserved.
AboutBlogContactDisclaimer