Saturdata Podcast
Saturdata
Saturdata is the community-driven podcast humanizing the data world for the next generation of analysts, scientists, and engineers. Join hosts Shifra Williams and Sam LaFell every weekend as they break down both the career journey and the technical foundations that matter. From navigating interviews to mastering SQL, Python, terminal basics, and understanding AI safety, Saturdata covers the full stack of becoming a successful data professional.
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Saturdata Podcast
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Podcast website
Latest episode
Apr 6, 2026
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Episodes
Finding the right X and Y is where the real data work begins 09.03.2026 0:54
In school, they hand you the X and Y on a silver platter. But in the real world? Figuring out what to plot is the actual challenge. Sam breaks down why choosing the right axes is the heart of any good data analysis project. 📊 #reels #saturdata #data #analytics #datascience #slope
Know your rows or you don't know your data 08.03.2026 0:58
If you can't answer "what does each row represent?" you don't actually understand your dataset. Shifra breaks down why granularity is the foundation of every good data model, from orders to items to customers. Before you build that stakeholder dashboard, make sure you know your primary key! 🔑 #reels #saturdata #data #datamodeling #dataquality #analytics #dataengineering
Why your SQL costs more than you think | Saturdata 07.03.2026 53:44
Think you know SQL? Sam and Shifra break down what separates a query writer from a true data thinker, from basic selects all the way to distributed systems, query plans, and the four pillars of production-ready code. Plus: why your data provider's incentives are working against you, how a 1,400-line monolith hid millions in overstated revenue, and the one approach that will save you from silent, s...
Experience is the teacher AI can't replace 06.03.2026 0:48
Watching a concept click is one thing, but wrestling with real errors until something finally works is what makes it actually stick. Shifra breaks down why building projects with minimal AI involvement trains your brain in a way no tutorial ever can. School gives you the concept then the problem. The real world flips it, and that flip changes everything. 🧠💡 #reels #saturdata #data #learning #dat...
"Does anyone actually use this?" 05.03.2026 0:32
Unused tables cluttering your database aren't just a cost problem, they're a focus problem. Sam explains how regular data audits can eliminate mental noise and free your team to think about what actually matters. A little cleanup goes a long way! 🧹✨ #reels #saturdata #data #dataengineering #dataops #productivity #DataTeams
Data fluency makes stakeholders trust you 04.03.2026 0:58
When a stakeholder asks a question in a meeting, data fluency means you already know the tables, the filters, and exactly where to look before they finish talking. Shifra breaks down why this skill is the foundation of every great data analyst, from understanding cardinality to querying partitioned data efficiently. Master this and people will see the confidence in your presence before you even pu...
Never use SELECT * in prod 03.03.2026 0:53
Sam and Shifra drop a golden rule every data engineer needs to hear: always name your columns explicitly. If your upstream table changes, you want your pipeline to break loudly so you can fix it fast rather than silently bloat your storage costs for months. Think of it as a built-in data quality check! 💥#reels #saturdata #data #dataengineering #SQL #pipelinetips #dataqualiy
⚖️ You're a data defense attorney 02.03.2026 0:53
In a stakeholder meeting, someone will always ask "how'd you get that number?" Shifra breaks down why every data professional needs to be self-validating and ready to defend their query like a case in court. Your analysis is only as strong as your ability to explain it in terms anyone can understand. 🧑⚖️📊 #reels #saturdata #data #dataanalytics #datascience #stakeholdermanagement #datacareer
Data skills nobody taught you | Saturdata 28.02.2026 51:13
Your SQL is great. But can you actually ship? Sam and Shifra kick off Season 1 (since Saturdata is zero-indexed) by covering the unsung skills that separate someone who writes queries from someone who builds things: terminal literacy, dependency management, Git, notebooks, and why UV might be Python's best friend right now. Plus, a deep dive into Marimo, the notebook tool that fixes everything you...
Unlocking opportunities: The power of LinkedIn networking | Saturdata with Sai Bysani 28.02.2026 59:06
Sai Bysani ( https://www.linkedin.com/in/saibysani18/ ) shares the LinkedIn strategy that transformed his career. Learn practical tips for content creation, comment strategies, and why starting where you are beats waiting for perfection. Takeaways: - Start posting where you are, not where you think you should be - Consistency beats perfection every time - Your network matters more than what you kn...
Data interviews: The good, the bad, and the hilarious | Saturdata 28.02.2026 31:18
If we didn't get the job, at least we got a story out of it! Join Sam and Shifra as they break down the most popular interview questions, the wildest interview stories, and the benefits of the Zumba council. Maybe the real interviews were the friends we made along the way? We talk about: ⭐ SAIL vs STAR framework for behavioral interviews ⭐ Mastering "Tell me about yourself" ⭐ Handling questions...
Data interviews: From ghosting to guidance | Saturdata 28.02.2026 24:58
Interviews don't have to suck! Join Sam and Shifra as they break down everything you need to know about data career interviews. From the good and the bad to the downright ridiculous, they share real talk about what actually works in the interview process. --- Follow Saturdata, your favorite weekend data podcast: Spotify: https://open.spotify.com/show/5QolhKm1jDZzVuHO0S9ZBo?si=910efb23833f4fc1 Link...
Day in the life of a data scientist | Saturdata 28.02.2026 24:59
Join hosts Sam and Shifra as they explore what it really means to be a data scientist. From building predictive models to translating complex insights for stakeholders, they discuss the balance between ad hoc requests, dashboard creation, and meaningful machine learning work. -- Follow Saturdata, your favorite weekend data podcast: Spotify: https://open.spotify.com/show/5QolhKm1jDZzVuHO0S9ZBo?si=9...
Day in the life of a data engineer | Saturdata 28.02.2026 38:42
Join hosts Sam and Shifra as they explore the realities of data roles. Sam discusses a day in the life of a data engineer. From the glamorous perceptions to the day-to-day challenges, they discuss the skills, stakeholders, and the importance of understanding the "why" behind data projects. Takeaways: - Always question the business value before starting a project - Invest in documentation for long-...
Hello world: welcome to Saturdata 28.02.2026 22:26
Join hosts Shifra Williams and Sam LaFell as they introduce Saturdata - your weekend data community. Learn about their backgrounds, the mission of the podcast, and what you can expect from future episodes as they humanize the data world for the next generation. Takeaways: - There’s no single path into data, so embrace your unique journey - Learning just enough to start is key and experience fills...
It's not about the SQL, it's about shipping 27.02.2026 0:43
Senior data folks aren't winning because they write better queries. They win because they can connect the dots, build the pipeline, and actually get something in front of people. A recursive CTE is cool, but a working dashboard beats sharing your screen on SQL code every time. Level up beyond the query! 🚀#reels #saturdata #data #SQL #dataengineering #careergrowth #dataskills
Git blame: the best-named feature in tech 26.02.2026 0:43
Git has a feature called "blame" that tells you exactly who wrote every line of code. It's not just for laughs though, it helps teams know who to ping when something breaks or needs explaining. The real question is: when AI is writing your code, who does Git blame point to? 👀#reels #saturdata #data #git #coding #techhumor #devlife
AI is great, but should it control ALL the gates? 25.02.2026 0:50
When every step of your pipeline is validated by AI, who's actually checking the work? Sam breaks down why removing humans from the Git loop might be the biggest risk we're not talking about. Keep at least one human in the loop before anything hits main! 👀 #reels #saturdata #data #AI #devops #GitTips #techdebate
Git: the best bad tool we've got 😅 24.02.2026 0:40
Managing a codebase with a thousand contributors sounds chaotic, and honestly, it kind of is. Git is the reason your "change it to red" doesn't crash into someone else's "change it to blue." It's not perfect, but it's the best version control system we've got and it's a non-negotiable skill for any data pro. 🔧#reels #saturdata #data #git #versioncontrol #datascience #dataengineering
Why "Saturdata"? 22.02.2026 0:34
🎉 Exciting News! We're thrilled to announce the launch of "Saturdata," your weekend podcast that humanizes data. 🚀 Dive into our short, "Why Saturdata?" to discover the essence of our journey and what you can expect from our upcoming episodes. Join us as we explore data careers, share insights, and make data relatable. Stay tuned for more! #SaturdataLaunch #DataPodcast #WeekendListening
SHORT: Data Careers: Always Learning 18.08.2025 0:56
Navigating a career in data is a journey of continuous learning and adaptation. Whether you're on a traditional path or forging your own, the need to acquire domain knowledge and immerse yourself in new environments is constant. This dynamic field isn't for those who seek a static career; it's for those who thrive on growth and change. Join us as we explore the unorthodox paths in data careers and...
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