Publish AI, ML & data-science insights to a global community of data professionals. – a detailed log structure for ETL pipelines! As part of my work, I have been converting some of my ETL jobs developed on the traditional tool-based framework into a python framework and came across a few challenges. These few challenges are orchestration, code management, logging, version control, etc. For a few of them, there was not much effort required while developing them on a tool. But, in hand-written code like python ETL’s, these are quite a challenge! And this brings to one such challenge, our topic today! Also instead of describing much on ‘how’, as there are many good articles already on a platform, our main focus today is ‘What’. Glossary: Introduction: When we design and develop ETL pipelines on tools we focus on components like sources, target objects, transformation logic, and a few support tasks to handle pipelines. These tools will also generate logs for all jobs that are actively running and can be monitored with their internal interfaces. Basically, I mean to say developing/maintaining logs is not a challenging activity in the tool. whereas on python, it is a separate activity that needs to be handled. Today, In our post we will discuss the basic skeleton of ETL jobs, a rough idea of details we can record in any pipeline, then later we structure them into our ETL code, and finally, we will develop a sample scenario with logs recorded. ETL Skeleton: As we already know there are different kinds of ETL jobs like Merge/Upsert process, Staging loads, SCD 2 loads, Delta jobs, direct insert loads, etc. all these ETL jobs have a very basic structure(shown below in python) and i.e. the main function to call the modules in the pipeline, extract module, transformation module, and load module, Now, we can take the below Skeleton to also identify what could be our ETL log look like. Structure of Log: As we outlined the blueprint of the ETL job, let’s try to list down a rough idea of what details we can track from a job. A list of details we can log – Now let’s integrate the above details in our ETL skeleton and see how could be our log structure looks like! And, if you observe the above code structure, I have created a config file to maintain all job level details. By importing this file into your code you can make use of different parts of the code including for logging. etlConfig.ini : Sample ETL job with our log structure: Few more improvements we can do to our Log: Sample Code location: GitHub – Shivakoreddi/ETL-Log-Structure Thank you for reading this post, future work will involve other challenges while developing python ETL jobs like Orchestration, Code management, version control, etc. Reference: Written By
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Guests of the 9th Annual Be An Angel Purse Bingo will play bingo to win high-end designer handbags. The evening includes cocktails, dinner, swag bags, raffle items, and local pop-up shops. The event aims to support Be An Angel’s mission to improve the quality of life for children with special needs by providing adaptive equipment, hearing devices, select services, and support programs. Guests of the 9th Annual Be An Angel Purse Bingo will play bingo to win high-end designer handbags. The evening includes cocktails, dinner, swag bags, raffle items, and local pop-up shops. The event aims to support Be An Angel’s mission to improve the quality of life for children with special needs by providing adaptive equipment, hearing devices, select services, and support programs. $125
The Louisiana Lottery offers several draw games for those aiming to win big. Here’s a look at Nov. 18, 2025, results for each game: 05-10-23-27-30, Mega Ball: 10 Check Mega Millions payouts and previous drawings here. 8-4-2 Check Pick 3 payouts and previous drawings here. 0-7-1-0 Check Pick 4 payouts and previous drawings here. 6-4-7-0-3 Check Pick 5 payouts and previous drawings here. Feeling lucky?Explore the latest lottery news & results All Louisiana Lottery retailers will redeem prizes up to $600. For prizes over $600, winners can submit winning tickets through the mail or in person at Louisiana Lottery offices. Prizes of over $5,000 must be claimed at Lottery office. By mail, follow these instructions: Mail all of the above in a single envelope to: Louisiana Lottery Headquarters 555 Laurel Street Baton Rouge, LA 70801 To submit in person, visit Louisiana Lottery headquarters: 555 Laurel Street, Baton Rouge, LA 70801, (225) 297-2000. Hours: 8 a.m. to 4:30 p.m., Monday through Friday. This office can cash prizes of any amount. Check previous winning numbers and payouts at Louisiana Lottery. This results page was generated automatically using information from TinBu and a template written and reviewed by a Louisiana editor. You can send feedback using this form.
Buchholz High School and Oak Hall School will send their teams to the FHSAA cross country state championships on Saturday after qualifying performances at regionals in Jacksonville. The state championships will be held at Apalachee Regional Park in Tallahassee. The Buchholz boys and girls teams each earned second place in the Class 4A Region 1 meet, following first-place finishes at the district championships. Mainstreet does not have a paywall, but pavement-pounding journalism is not free. Join your neighbors who make this vital work possible. Buchholz’s Demetrie Meyers (15 minutes, 9.54 seconds) and Samuel Freas (15:12.77) finished fourth and fifth, respectively. A trio of Oviedo High School runners finished ahead of the two, and the Oviedo team took first place with 22 points compared with 71 points for Buchholz. The Buchholz boys also took 16th and 17th with Davis Garrett (16:02) and Brennen Bentley (16:02.56), and Andrew Sides (16:27.26) gave the team its final points position with a 32nd place finish. The top five Bobcats’ girls runners crossed the line within 37 seconds of each other. The girls each finished between the No. 12 and No. 22 scoring positions. The Buchholz girls team earned 74 points, behind Creekside High School with 53 points. Alexandra Rossi (19:01.19) finished 12th followed by Valeria Beaver (19:06.41) in 14th, Annika Caedington (19:08.41) in 15th, Phoebe Verschage (19:34.51) in 21st and Jamey Armstrong (19:37.42) in 22nd. The Buchholz boys won gold at the state championship last year for the first time in 30 years, and the girls team finished in second place. In 2023, the roles were reversed, and the girls team took gold while the boys finished with silver. The Oak Hall girls won third place in a competitive Class 1A Region 1 matchup, while the boys team earned fourth place. The Oak Hall girls team punched its 25th straight trip to the state championships behind the legs of Estella Collante (18:17.24), who finished in second place to Jaimee Tutton (18:13.64) of Pensacola Christian Academy. Collante surpassed her district’s time by 42 seconds. She finished second at the Bobcat Classic in September. Behind her, Lola Murfee (19:27.51) locked in fifth place. Reese Allen (20:11.61) and Alexis Thur de Koos (20:17.81) finished in 11th and 12th places, respectively. Macie Bell earned 37th place overall (22:05.2). Providence School totaled 49 points for gold compared with Pensacola Christian Academy with 61 points and Oak Hall School with 64 points. For the Eagle boys, Andrew Eisner (16:11.06) earned the sixth spot overall. Against the same field of runners, Eisner climbed one place compared with the district championship, where he ran 36 seconds slower. He won the Bobcat Classic in Gainesville earlier this year. Henri Pelletier (16:53.59) finished next for the Eagles in 14th place. Benjamin Gallogly (17:11.97), Matthew Silva (17:26.35) and Jacob Motamarry (17:36.85) rounded out the team’s points finishers with 21st, 24th and 32nd places, respectively. Gainesville High School’s Audrey Dunn also earned a top 10 individual finish in the Class 3A Region 1 championship. Dunn (19:23.47) crossed in seventh place overall, and the Lady Hurricanes took fourth place as a team with 89 points, behind Chiles (31 points), Ponte Vedra (52) and Beachside (61).
Seth Johnson is a Mainstreet Daily News associate editor based in Gainesville. He earned a degree in journalism and mass communication and served as editor-in-chief of his school newspaper. Seth is a bookworm and chess nerd, but he tempers these activities by playing sports and biking. X Local news delivered right to your inbox Mainstreet does not have a paywall, but journalism is not free. Join your neighbors who make this work possible.
We use your sign-up to provide content in ways you’ve consented to and to improve our understanding of you. This may include adverts from us and 3rd parties based on our understanding. You can unsubscribe at any time. Read our Privacy Policy The National Lottery will share the results of the Lotto draw tonight, with a jackpot of £2million up for grabs. A jackpot can only rollover five times before it must be won in the following draw. If no player matches all the numbers on the sixth draw, a rolldown occurs, and the entire prize will be split among winners in the next tiers. Tonight, however, if no winner is present, the jackpot will rollover, as one lucky winner scooped £15m on Saturday. Also available in tonight’s draw is the Thunderball, offering players the chance to win a life-changing prize. Anyone who manages to match all five numbers along with the Thunderball could secure a jackpot of £500,000. This is a live blog. Follow more for the coverage. One lucky player has scooped the jackpot after matching all six numbers and won an incredible £15 million on Saturday, according to The National Lottery website. A further 130 people matched five numbers, winning £1,750 each. In total, 1,891,377 people have won tonight, with a prize fund of £25,569,394. Congratulations to the jackpot winner! Be sure to check your numbers to see if it’s you. The prize details are as follows: – 6 Main numbers – Jackpot; Shared equally if there are multiple winners. – 5 Main + Bonus Ball – £1 million – 5 Main numbers – £1,750 – 4 Main numbers – £140 – 3 Main numbers – £30 – 2 Main Numbers – Free Lucky Dip; Entered into a future draw. To play the standard UK Lotto, you must select six numbers from 1 to 59. Draws take place every Wednesday and Saturday, and the goal is to match your chosen numbers with the randomly drawn numbers to win a prize. You can choose to play your selected numbers for a single draw or for up to several weeks in advance. A single line of numbers for one draw costs £2.00. You can play multiple lines at once (up to seven lines per slip and 10 slips at a time). During the draw, six main numbers and one “Bonus Ball” are randomly selected. You win a prize by matching at least two of your selected numbers with the main numbers drawn. In a “Must Be Won” draw, if no one matches all six main numbers for the jackpot, the prize money “rolls down” and is shared among players who matched two or more main numbers, boosting their prizes. You can purchase tickets from a physical retailer or online via the National Lottery website. Good evening and welcome to our coverage of the Lotto draw, where an incredible £2 million is up for grabs. Please follow along for updates as they become available. SEARCH CONNECT WITH US TODAY’S PAPER See today’s front and back pages, download the newspaper, order back issues and use the historic Daily Express newspaper archive. EXPRESS.CO.UK Daily Express uses notifications to keep you updated
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