workflow automation
workflow automation on Beyond Market Intelligence: a running collection of 260 stories we have gathered and hand-picked because they are worth your time. Every post here touches on workflow automation in some way — the news, the analysis, the deep dives, and the occasional surprise find. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work with data. New stories are added to this page as we find them, so check back if you want to keep up with what is happening around workflow automation, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything Beyond Market Intelligence is covering right now.
Why do advanced users move from Power Query to Python for Excel automation?
As data workflows grow more complex, many advanced users find themselves transitioning from Power Query to Python for Excel automation. While Power Query excels in data cleaning, transformations, and merging tables, Python, especially with the pandas library, offers enhanced flexibility and control. This shift often stems from the need for advanced data manipulation, automation capabilities, and integration with other programming tools.
Is there a faster way to standardize hundreds of Excel files automatically?
Handling multiple Excel files that come with varying formats can be a frustrating bottleneck in your workflow. The manual cleanup often consumes more time than the actual analysis, leaving you searching for faster, more efficient solutions. Fortunately, advancements in AI-driven technology offer a way to automate standardization, transforming your data management process. In this discussion, we’ll explore effective techniques—from formulas and Power Query to macros and external automation tools—that can streamline your workflow and enhance productivity.

How to Become a Data Analyst (Step-By-Step Guide for 2026)
Navigating the path to becoming a data analyst can feel overwhelming, especially with advice ranging from mastering Excel to pursuing a master’s degree. The reality is more nuanced. Data analysts are crucial in transforming raw data into actionable insights, answering pivotal questions like why sales fluctuate or how customer behavior changes. This step-by-step guide for 2026 will clarify the essential skills, educational requirements, and practical experiences you need to thrive in this dynamic field.
This Week's /r/Excel Recap for the week of February 14 - February 20, 2026
As we navigate the evolving landscape of Excel, many users struggle with the limitations of legacy tools that hinder productivity. This week's /r/Excel recap highlights key discussions from February 14 to February 20, 2026, where users tackled pressing issues—from transforming paragraphs into data to automating SQL server queries. Dive into the top posts and comments that promise actionable insights and solutions, empowering you to enhance your Excel experience and drive greater efficiency in your workflows.

Best Machine Learning Certifications in 2026
In 2026, the landscape of machine learning certifications is more complex than ever, with countless options vying for your attention. Whether you’re transitioning into tech, expanding your developer toolkit, or seeking to elevate your existing data skills, choosing the right certification is crucial for proving your expertise. This guide will navigate through the best machine learning certifications available, highlighting what sets them apart and how they align with industry demands.
I over-engineered a Standalone Invoicing App in Excel 2003 using VBA ID-Locks & Hidden Sheets. 💼📊
Are your current invoicing solutions feeling outdated and cumbersome? Discover how I transformed Excel 2003 into a high-performance Project Manager optimized for German businesses, offering a cost-effective alternative to expensive subscription software. By leveraging advanced VBA logic, I created a seamless, standalone app experience that operates entirely offline—no monthly fees, just pure local automation. Dive into the details of this innovative tool, including UI locking and security features, and see how you can harness the power of legacy technology for modern needs.
Tools limited. How to automate multiple SQL server queries -> Excel workflow at work?
Are you feeling bogged down by the tedious process of manually reconciling thousands of accounts in Excel? You're not alone. Many professionals face the challenge of integrating multiple SQL Server queries into their workflows, often relying on outdated methods that consume valuable time. Fortunately, automating these tasks can transform your efficiency. In this discussion, we’ll explore practical steps to streamline your SQL to Excel workflow using tools like Power Query. Discover how to enhance your process and present impactful results to your managers.
![40+ Data Analyst Interview Questions and Answers for 2026 [Entry-Level Guide With Code]](https://www.dataquest.io/wp-content/uploads/2026/02/Data-Analyst-Interview-Timeline.png)
40+ Data Analyst Interview Questions and Answers for 2026 [Entry-Level Guide With Code]
Preparing for a Data Analyst interview can be daunting, especially when self-doubt creeps in: "Am I ready? What if I freeze?" This guide alleviates those concerns by providing over 40 essential interview questions and answers tailored for entry-level candidates. With a strong foundation in SQL, Python, and statistics, you can confidently navigate the interview landscape. Dive in to discover the insights and strategies that will empower you to showcase your skills and secure that coveted position in 2026. Let’s transform your anxiety into assurance.
12 year analyst feeling like a dinosaur. Need advice on moving away from massive flat files without forcing Power BI on my team.
Feeling like a dinosaur in the fast-evolving world of analytics? You’re not alone. Many seasoned analysts struggle with outdated methods and legacy systems, especially when faced with the demands of modern data volumes. Transitioning from massive flat files to a more efficient process can seem daunting, but it’s essential for staying relevant. Discover how Power Query and Power Pivot can streamline your data handling while still delivering the Excel flexibility your stakeholders crave.
How do beginners automate repetitive Excel Reports without VBA?
Are you a beginner grappling with the repetitive tasks in Excel, like cleaning CSV files or filtering rows? You’re not alone; many find these routine processes tedious and time-consuming. Instead of diving into complex scripts or VBA, imagine describing your cleanup steps in plain English to an AI. This innovative approach can streamline your workflow and easily adapt to any new dataset. In this discussion, we’ll explore what beginners find most challenging and whether a straightforward, conversational method could transform your spreadsheet experience.

DataCamp Alternatives: Compare The Best Platforms Side By Side
Are you exploring the best platforms to learn data skills online? If you're considering DataCamp or looking for alternatives, you're not alone. Many learners seek a solution that truly fits their needs. In this guide, we'll compare top DataCamp alternatives side by side, highlighting their unique offerings and advantages. By the end, you'll have a clearer picture of which platform aligns best with your learning style and goals, empowering you to make an informed choice for your data journey.

Data Science vs Data Engineering: Which Career Is Right for You?
Choosing between data science and data engineering can feel overwhelming, especially when job descriptions blur the lines between these two critical fields. While both roles harness the power of data and offer lucrative career paths, they cater to distinct skill sets and professional aspirations. If you're curious about which path aligns with your strengths and goals, this article will clarify their differences and help you make an informed decision. Dive in to discover insights that could shape your career trajectory in the data-driven landscape.

The 2026 Data Skills Roadmap
Navigating the whirlwind of data skills advice can feel overwhelming, especially when every post seems to advocate for a different path. You might find yourself wondering what truly matters in the fast-evolving landscape of data science. The 2026 Data Skills Roadmap cuts through the noise, offering a clear vision of essential skills that will empower you to thrive. In this guide, we’ll explore the most relevant competencies to prioritize, helping you focus on what drives real impact in your career.

Best Excel Certifications: Which One Matches Your Goals?
Are you feeling overwhelmed by the sea of Excel certifications available today? Whether you’re job hunting and encountering “Excel proficiency required” in listings or seeking formal recognition for your existing skills, it’s crucial to choose the right path. The challenge lies in the terminology—some programs label themselves as "certifications," while others may not meet your expectations. In this guide, we’ll clarify the options and help you find the certification that aligns with your goals, empowering you to enhance your career prospects and stand out in

The Data Engineering Roadmap for Beginners (2026)
Are you eager to dive into the world of data engineering but unsure where to start? The Data Engineering Roadmap for Beginners (2026) is designed to guide you through the essential skills you need to master, regardless of your background. Learn what to focus on first, how long each step takes, and why data engineering is crucial for every data-driven company. Discover the path that will empower you to transform raw data into actionable insights, fueling your career in this dynamic field.

15 Best AI Bootcamps – Compared, Reviewed, Explained
Are you overwhelmed by the myriad of AI bootcamps available and unsure which ones truly deliver value? You're not alone; many aspiring learners face the challenge of discerning between programs that merely scratch the surface and those that provide deep, actionable insights. In this guide, we break down the 15 best AI bootcamps, comparing and reviewing them to help you navigate your options effectively.

15 Data Engineering Skills You Need in 2026 (And How to Build Them)
Navigating the evolving landscape of data engineering can be daunting, especially with the endless array of skills like SQL, Python, Spark, and more vying for your attention. As we approach 2026, knowing which of these skills truly matters is essential for staying relevant in this fast-paced field. This guide not only highlights the 15 critical data engineering skills you need to thrive but also offers practical steps to build them.

From Chaos To Clarity: Simplifying Server Management With AI And Automation
Server chaos doesn’t have to be the norm. With AI and automation, you can transform your server management from overwhelming to streamlined. Picture a world where your infrastructure operates with clarity, enhancing performance and allowing you to focus on what truly matters—your web projects. In this article, we’ll explore how leveraging AI can simplify your server management, providing actionable insights that empower you to take control and achieve greater efficiency. Let’s dive into the future of server management together.
Rethinking “Pixel Perfect” Web Design
In a world where users access websites across various devices, the traditional notion of “Pixel Perfect” web design is becoming a constraint rather than a benchmark. Amit Sheen challenges this legacy concept, revealing how it often hinders creativity and adaptability. By redefining what “perfection” means in today’s fluid digital landscape, he invites us to embrace a more dynamic approach. Continue reading to discover actionable insights that will empower you to create designs that not only look good but also enhance user experience across all platforms.

Beyond Generative: The Rise Of Agentic AI And User-Centric Design
In a world where traditional tools often limit our potential, the rise of agentic AI offers a transformative path forward. As these intelligent systems begin to plan, decide, and act on our behalf, user-centric design takes center stage, shifting from mere usability testing to critical considerations of trust, consent, and accountability. Victor Yocco explores the essential research methods for developing responsible agentic AI systems. Dive in to discover how these innovative approaches can empower users and enhance the experience of technology in our daily lives.