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Building a Sleeper Fantasy Football Lakehouse on Databricks Free Edition

· 47 min read
Scottie Enriquez
League Webmaster

Motivation and Contents

If you play fantasy football on Sleeper and have ever wanted to perform data analysis without orchestrating spreadsheets and navigating the Sleeper API, this is a completely free solution for you. If you found this blog post, I assume you are comfortable writing a bit of code and enjoy exploring data. That said, I don’t assume that you’re familiar with Databricks. The first section walks through deployment steps, and the rest is a step-by-step guide to building the solution yourself, from software installation to data ingestion to building an ETL pipeline to visualizing data in a dashboard.

Scottie's Week Three 2025 Power Rankings

· 15 min read
Scottie Enriquez
League Webmaster

Don’t Call It a Comeback

...and we’re back. After taking a few years off from writing power rankings, I’ve returned with a rejuvenated hatred for all your teams. I won’t do these every week (given my busy schedule as a full-time employee and part-time grad student), but I will do my best to periodically carve out time to explain why you’re bad at fantasy football.

Analyzing Luck in the League's Recent History

· 11 min read
Scottie Enriquez
League Webmaster
Callen Trail
Callen Trail
League Commissioner

Background

The Winner Is a Tryhard, affectionately known as TWIATH, began in 2014 and has been going strong ever since. We started our journey on ESPN before migrating to Sleeper in 2020. A few years ago, ESPN quietly deleted many leagues’ histories without warning, including ours. We had previously stored some historical data in an EBS snapshot in AWS, but sadly, we haven’t been able to recover the full dataset. Since Sleeper provides an API for accessing data (and most of us are nerds who work as technology professionals), we opted to use this to create a data lake in AWS to prevent this from happening again. More importantly, we wanted to use this data to start answering some important questions, such as, who is the luckiest person in league history?

Caleb's Week Twelve 2022 Power Rankings

· 10 min read
Caleb Trantow
Caleb Trantow
League Member

Dragonball Zeke | 8-4W/L | 1421PF

Week Twelve Points: 133.9

This team slaps harder than Will Smith on Oscars night. Having Josh Allen, Nick Chub, and Justin Jefferson makes for a high ceiling and a high floor. Throwing in the fact that Kenneth Walker has kept up a surprisingly good pace of points and Hockenson being traded off the Lions makes this team that much scarier. Even his weak points can rack up some double D points in Deebo and Diante. The one risk is that his bench looks pretty shaky, but if the team stays healthy, only luck will keep Scottie from bringing home the Cathy.

Chris's Week Six 2022 Power Rankings

· 11 min read
Chris Ramsey
Chris Ramsey
League Member

Dragonball Zeke | 5-1W/L | 748PF

Week Six Points: 128.1

Topping off the charts with 748 PF is Scottie. This team looks as unstoppable as the 2005 Texas Longhorns. The scary part is points are distributed around the whole team. The bench even has some serviceable contributors in times of need. Barring some bad luck, this team may be headed to the Rose Bowl to battle for the championship.

John's Week Two 2022 Power Rankings

· 9 min read
John Yarrow
John Yarrow
League Member

Fullmetal Ekelerist | 1-1W/L | 201PF

Week Two Points: 121.5

It was a close race for first place, but I’m giving Callen a slight edge. He’s been building for a while, and it’s finally paying off. His efforts are stacked. Everything has just been pulling together nicely. The beard is strong, but the flow is where Callen got my #1 vote. It’s thick and luscious; enough said.

Scottie's Week One 2022 Power Rankings

· 11 min read
Scottie Enriquez
League Webmaster

Saquon deez nuts | 1-0W/L | 115PF

Week One Points: 115.5

TFW you waste an entire roster spot all year for Michael Thomas, then decide not to start him for his first game in two years, and he scores two TDs.

I really hate putting Carlos here, but his team is looking stacked. Aaron Rodgers had probably the worst game of his season, although I think his ceiling this season is significantly lower without Davantae Adams. Carlos could easily stream a better quarterback if he doesn’t work out. Micahel Thomas looks like Michael Thomas again. I think Carlos might have the best running back depth in the league. We just might be drafting in Amarillo and eating 72oz steaks.

Matt's Week Nine 2021 Power Rankings

· 13 min read
Matt Kniowski
Matt Kniowski
League Member

All Gaskin No Breaks | 6-3W/L | 928PF

Week Nine Points: 92.0

Big sad about UT and the ‘Stros. My fantasy team is looking good though. Pulling for your fantasy team as well so that we have a better chance for a Holland, Michigan draft in 2022.

Scottie wasn’t quite able to pull out the win against Mark’s season-high outburst, but he is still tied for the top record, number one in points, and has scored in the league’s top half in the past three weeks. His team is buoyed by his studs (Tom Brady, soon-to-be number-one RB Jonathan Taylor, and Deebo Samuel) while getting serviceable production from Justin Jefferson and Noah Fant (when he doesn’t, you know, have COVID). AJ Brown will probably need to be relied on even more, given that the Titans are missing Derrick Henry’s production. So long as his stars stay healthy, he’s got the firepower to stay on top.

Chris's Week Four 2021 Power Rankings

· 13 min read
Chris Ramsey
Chris Ramsey
League Member

Zeke Squad | 3-1W/L | 456PF

Week Four Points: 127.9

That is frustrating when you hit that point in the season where you lose all hope.

John’s magic from his preseason trade with the dingus that traded him Patrick Mahomes is starting to take shape. I am convinced John is selling Chiefs and Cats losses to the football gods in exchange for fantasy dubs. Patty Ice Mahomes and Zeke are starting to heat up. The supporting cast carried their weight for the most part yet again. Even excluding Cordarrelle Patterson’s 30-burger on the bench, John managed 118 points. If John had started Zack Moss in week three, his team would have been undefeated. Perhaps he should have changed his name to the Zack Squad that week. This team may seem inconsistent at times, but they aren’t. This team is terrifying. Somebody, please trade with this man to throw off his team balance. If the Zeke Squad stays injury-free, send the weekly money winnings to John now.

Matt's Week Three 2021 Power Rankings

· 16 min read
Matt Kniowski
Matt Kniowski
League Member

Moore Cowbell | 2-1W/L | 324PF

Week Three Points: 110.5

Bring back kickers.

My team continues to consistently put up big numbers as a unit, with individual contributors varying week-to-week. Stafford is a top-5 QB as he finally change out the big D for vitamin D. It turns out that Ja’Marr chase was sandbagging during the preseason, much to my relief. But really, I’m being buoyed by Travis Kelce and the Saints’ defense, both playing at the peak of their powers currently. There could be trouble on the horizon if my RBs don’t find some level of consistency, but currently the outlook is 75 and sunny, just like it is for my boy Stafford. My team’s soulfood is currently the avocado toast fueling Matt Stafford’s LA renaissance.