Two powerful techniques that can help you write more efficient and effective SQL queries

Madhuri Hammad
Towards Data Engineering
6 min readDec 21, 2023

Are you ready to take your SQL Query skills to the next level?

SQL (Structured Query Language), the foundation of data professionals, enables them to retrieve and manipulate data from relational databases. Now, we all know about the basic interview questions, the old and trusted SELECT, FROM, and WHERE commands. They serve us well in our everyday tasks, but what about when data complexity is off the charts?

Fear not! This article has provided you with two powerful tools to level up your SQL game: Common Table Expression (CTE) and Window Functions. These advanced SQL techniques will take your query capabilities to new heights, solving intricate data requirements easily. Once you master these SQL query examples, you can wield your data prowess with finesse, extracting invaluable insights like never before. If you’re a data professional looking to ace SQL interviews and impress potential employers, check out SQL Query Interview Questions And Answers which covers basic interview questions to advanced ones.

By the end of this read, you’ll be equipped to conquer any SQL interview and harness the true potential of your data for valuable insights. Let’s embark on this SQL adventure together →

Common Table Expression (CTE)

Do you find yourself entangled in lengthy and perplexing SQL queries? Imagine a scenario where you are confronted with a vast and intricate dataset, and your mission is to unravel its secrets to uncover invaluable insights. Worry not, for I have a solution that will work wonders and sweep away your concerns. Allow me to introduce you to the marvelous Common Table Expression, or CTE for short!

A CTE acts as a sort of enchanting temporary result set that you can reference within your SQL statement. It’s akin to breaking down a daunting task into more manageable pieces. This ingenious feature enables you to simplify complex queries into easy-to-follow steps, resulting in SQL code that is not only effortless to read but also easy to maintain and reuse. Picture having a magical toolkit at your disposal, empowering you with countless advantages to make your SQL coding endeavors smoother and more enjoyable than ever before!

Let’s delve into how to wield this powerful tool. Creating a CTE is as simple as reciting “abracadabra!” — well, almost. You just need to write a small piece of code following this formula:

WITH cte_name (column1, column2, ...) AS (
-- CTE query here
)

Exciting, right? By using this enchanting syntax, you can create your very own CTE with a designated name and specific columns, which will serve as your trusty companions throughout your SQL journey.

Now, let’s witness its magic in action! Imagine you possess a mystical dataset brimming with information about taxi trips. Your goal is to determine the average distance and total amount spent on trips that exceed 10 miles and cost more than $50. Fear not, for I shall provide you with the code charm that performs this feat:

WITH trips_cte AS (
SELECT passenger_count, trip_distance, total_amount
FROM trips
WHERE trip_distance > 10 AND total_amount > 50
)
SELECT AVG(trip_distance) AS avg_distance,
AVG(total_amount) AS avg_amount
FROM trips_cte;

In this SQL fairy tale, we have created a CTE named “trips_cte,” which filters out the desired trips based on our specified conditions. Then, with the wave of our magic wand of calculations, we ascertain the average distance and total amount spent on these extraordinary journeys.

And there you have it! Common Table Expressions, your SQL superheroes, are ready to elevate your coding adventures to new heights. With their aid, your queries will become more readable, your coding life more effortless, and your data insights more potent than ever before. So go forth, summon your CTEs, and let the wondrous data magic unfold!

Advantages of CTEs

  • Code Reusability- CTEs are your secret weapon to break down intricate SQL queries into manageable, reusable pieces. Think of them as Lego blocks for your code — build once, use anywhere! Enhance maintainability and readability with this ingenious technique.
  • Simplified Debugging- Say goodbye to SQL query mysteries! CTEs offer a simplified debugging experience by compartmentalizing your code. Troubleshoot each segment separately, making it a breeze to detect and resolve any hiccups in your SQL masterpiece.
  • Recursive Queries- Climb the data hierarchy like a pro with CTEs’ superpower — recursive queries! Ascend through organizational charts or product categories effortlessly. Embrace the elegance of CTEs to navigate complex data structures with ease.
  • Teamwork made Easy- Collaboration just got smoother! CTEs provide a shared language for your SQL team. Break the code into logical units, and everyone can contribute independently. Watch your productivity soar as you tackle SQL projects as a cohesive unit!
  • Optimize and Excel- Embrace the CTE advantage! Not only do they make your SQL code efficient and organized, but they can also optimize query execution. Say goodbye to sluggish queries and unlock the true potential of your database performance.

Window Functions

Picture this: you’re at a bustling data marketplace, surrounded by rows and rows of valuable information. Now, amid this data chaos, imagine having a superpower that lets you perform amazing calculations across related rows without losing a single piece of data! Well, that’s precisely what Window Functions bring to the table — or should I say, to the spreadsheet!

These Window Functions are like data superheroes, swooping in to rescue your analytical endeavors. They work wonders by adding aggregated information to each row, all the while keeping the result set’s rows intact. No data left behind! It’s like having a magical magnifying glass that lets you zoom into specific groups of related rows to perform your calculations.

What can they do, you ask? Oh, the possibilities are enchanting! They can help you rank your data, find those all-important cumulative sums, and even figure out moving averages — just like magic.

Now, let’s get a bit technical (don’t worry, we won’t lose the enchantment!). The basic spell to conjure a Window Function goes like this:

SELECT column1, column2, ..., window_function() OVER (PARTITION BY partition_column ORDER BY order_column) AS result_column
FROM table_name;

For example, imagine you’re analyzing data from a fleet of magical taxis. You want to know the average trip distance for each passenger count. Easy peasy! With the power of Window Functions, you’d write a spell like this:

SELECT passenger_count, trip_distance, total_amount,
AVG(trip_distance) OVER (PARTITION BY passenger_count) AS avg_distance_per_passenger
FROM trips;

The AVG() Window Function works its magic, creating a new column that shows the average trip distance for each passenger count. The PARTITION BY clause cleverly groups the data by passenger count, and the ORDER BY clause ensures everything is in the right order — like well-behaved data wizards!

So there you have it — Window Functions, your trusty data sorcerers, ready to assist you on your analytical quests. Now go forth, and may your data discoveries be as magical as ever!

Advantages of Window Functions

  • Advanced Analytics Made Easy- Wave goodbye to complex subqueries and tangled self-joins! Windows Functions empower you to perform advanced analytics with elegance and simplicity, keeping your queries concise and crystal clear, and your mind stress-free.
  • Efficient Ranking, Unlocked- Ranking data just got faster and smarter. Utilize Windows Functions to efficiently rank your data based on any criteria you desire — from sales performance to customer satisfaction scores and beyond.
  • Embrace Time Series Analysis- Step into the world of time series analysis with ease! With Windows Functions by your side, calculating moving averages, cumulative sums, and other time-based metrics becomes a breeze.
  • Seamless Data Partitioning- Partition your data like a pro with Windows Functions. Easily group and analyze data subsets, allowing you to make insightful decisions tailored to specific segments.
  • Enhance Performance, Boost Productivity- Take a leap forward in performance and productivity. By harnessing the might of Windows Functions, you’ll unleash the true potential of your data analysis capabilities.

Conclusion

Unlock the full potential of your SQL skills with these game-changing techniques! Say goodbye to complex, hard-to-maintain queries, and say hello to Common Table Expression (CTE), your ticket to simplified and efficient data retrieval. But wait, there’s more! Embrace the power of Window Functions, enabling you to crunch data in delightful subsets and unveil hidden insights.

Ready to revolutionize your data analysis, reporting, and manipulation? Incorporate these advanced SQL techniques into your arsenal! As a data pro, crafting clean, efficient queries is a must. Mastering CTE and Windows functions will supercharge your skills and productivity, elevating your relational database game.

So, dive in, experiment, and refine your queries — unleash the full potential of your data and leave no SQL Query Interview Questions unanswered!

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Madhuri Hammad
Towards Data Engineering

Content Writer at Scaler | Ex- Webllisto, GeeksforGeeks | Freelancer