Engineering at Meta

JANUARY 22, 2025

Hack, C++, Python, etc.) We overcame this by developing reliable, computationally efficient, and widely applicable PAI libraries with built-in lineage collection logic in various programming languages (Hack, C++, Python, etc.). For simplicity, we will demonstrate these for the web, the data warehouse, and AI, per the diagram below.

Data Warehouse 120

Data Warehouse SQL Programming Language Data 120

Christophe Blefari

MARCH 1, 2023

You can also add metadata on models (in YAML). Jinja templating — Jinja is a templating engine that seems to exist forever in Python. You should also know that model are defined in.sql files and that the filename is the name of the model by default. You have to define sources in YAML files.

Data Warehouse 278

Data Warehouse SQL Metadata Raw Data 278

Engineering at Meta

AUGUST 15, 2023

Instagram has introduced Immortal Objects – PEP-683 – to Python. At Meta, we use Python (Django) for our frontend server within Instagram. Immortal Objects for Python This problem of state mutation of shared objects is at the heart of how the Python runtime works.

Python 97

Python Metadata Architecture Process 97

Engineering at Meta

JANUARY 21, 2025

Python, Java, and Erlang). Did someone say Metadata? There are even folks who create dashboards from this metadata to help other engineers identify expensive copying, use of inefficient or inappropriate C++ containers, overuse of smart pointers, and much more. Function call count profilers. AI/GPU profilers.

Technology 118

Technology Metadata Utilities Engineering 118

Data Engineering Podcast

JUNE 16, 2024

what kinds of questions are you answering with table metadata what use case/team does that support comparative utility of iceberg REST catalog What are the shortcomings of Trino and Iceberg? __init__ covers the Python language, its community, and the innovative ways it is being used. Closing Announcements Thank you for listening!

Data Lake 147

Data Lake High Quality Data Metadata Machine Learning 147

Lyft Engineering

MARCH 6, 2024

DEED In this post, we’ll cover how Lyft upgrades Python at scale — 1500+ repos spanning 150+ teams — and the latest iteration of the tools and strategy we’ve built to optimize both the overall time to upgrade and the work required from our engineers. linters) and libraries as they drop old Pythons or only work on the newest Pythons (e.g.

Python 81

Python Metadata Datasets Coding 81

Data Engineering Weekly

NOVEMBER 24, 2024

Canva writes about its custom solution using dbt and metadata capturing to attribute costs, monitor performance, and enable data-driven decision-making, significantly enhancing its Snowflake environment management. link] JBarti: Write Manageable Queries With The BigQuery Pipe Syntax Our quest to simplify SQL is always an adventure.

Data Engineer 57

Data Engineer Data Engineering Engineering Insurance 57

Towards Data Science

DECEMBER 10, 2024

I created a very basic dashboard that highlighted metadata by revenue source and date for the last 14 days. Thanks to Python, this can be achieved using a script with as few as 100 lines ofcode. If you know a bit of Python and LLM prompting you should be able to hack the code in an hour. Enter Tableau. The row count of thedata.

PostgreSQL 75

PostgreSQL Data Python SQL 75

Data Engineering Podcast

AUGUST 13, 2022

Ascend users love its declarative pipelines, powerful SDK, elegant UI, and extensible plug-in architecture, as well as its support for Python, SQL, Scala, and Java. __init__ covers the Python language, its community, and the innovative ways it is being used. Go to dataengineeringpodcast.com/ascend and sign up for a free trial.

Metadata 100

Metadata MongoDB MySQL Scala 100

Tweag

MAY 24, 2023

Last time I wrote about how we can use Python’s 1 abstract base classes to express useful concepts and primitives that are common in functional programming languages. In this final episode, I’ll cover testing strategies that can be learnt from functional programming and applied to your Python code. in functional programming ecosystems.

Python 112

Python Programming Language Programming Coding 112

Snowflake

JANUARY 23, 2024

We have been making it easier and faster to build and manage ML models with Snowpark ML , the Python library and underlying infrastructure for end-to-end ML workflows in Snowflake. Many developers and enterprises looking to use machine learning (ML) to generate insights from data get bogged down by operational complexity.

Machine Learning 137

Machine Learning Metadata Python Telecommunication 137

Christophe Blefari

JUNE 21, 2024

Below a diagram describing what I think schematises data platforms: Data storage — you need to store data in an efficient manner, interoperable, from the fresh to the old one, with the metadata. you could write the same pipeline in Java, in Scala, in Python, in SQL, etc.—with —with Databricks you buy an engine.

Metadata 147

Metadata Data Warehouse BI MySQL 147

Data Engineering Podcast

SEPTEMBER 17, 2023

Linked data technologies provide a means of tightly coupling metadata with raw information. If you’re a data person, you probably have to jump between different tools to run queries, build visualizations, write Python, and send around a lot of spreadsheets and CSV files. Hex brings everything together. Hex brings everything together.

Building 189

Building SQL BI Python 189

Data Engineering Podcast

FEBRUARY 5, 2023

__init__ covers the Python language, its community, and the innovative ways it is being used. __init__ covers the Python language, its community, and the innovative ways it is being used. Parting Question From your perspective, what is the biggest gap in the tooling or technology for data management today?

Data Engineer 147

Data Engineer Data Engineering Engineering PostgreSQL 147

Tweag

APRIL 3, 2023

In this post, we describe a design for a Python monorepo: how we structure it; which tools we favor; alternatives that were considered; and some possible improvements. Python environments: one global vs many local Working on a Python project requires a Python environment (a.k.a. venv) > which python /some/path/.venv/bin/python

Python 98

Python Coding Project Data Science 98

Snowflake

JUNE 11, 2024

Teams can interact and manage these objects using Snowflake’s unified UI or from any notebook or IDE, using intuitive Python APIs. The Snowflake Model Registry , in general availability, provides a centralized repository to manage all models and their related artifacts and metadata.

Management 112

Management Government Metadata Python 112

Data Engineering Podcast

FEBRUARY 19, 2023

__init__ covers the Python language, its community, and the innovative ways it is being used. Acryl]([link] The modern data stack needs a reimagined metadata management platform. Acryl Data’s vision is to bring clarity to your data through its next generation multi-cloud metadata management platform.

IT 147

IT Data Lake Metadata Data Warehouse 147

Data Engineering Podcast

NOVEMBER 13, 2022

Atlan is the metadata hub for your data ecosystem. Instead of locking your metadata into a new silo, unleash its transformative potential with Atlan’s active metadata capabilities. __init__ covers the Python language, its community, and the innovative ways it is being used.

Building 130

Building Metadata MongoDB MySQL 130

Data Engineering Podcast

JUNE 19, 2022

Atlan is the metadata hub for your data ecosystem. Instead of locking your metadata into a new silo, unleash its transformative potential with Atlan’s active metadata capabilities. __init__ covers the Python language, its community, and the innovative ways it is being used.

Metadata 130

Metadata Unstructured Data MongoDB MySQL 130

Snowflake

DECEMBER 12, 2023

To give customers flexibility for how they fit Snowflake into their data architecture, Iceberg Tables can be configured to use either Snowflake or an external service such as AWS Glue as the table’s catalog to track metadata, with an easy, one-line SQL command to convert the table’s catalog to Snowflake in a metadata-only operation.

Metadata 115

Metadata Python Government AWS 115

Snowflake

NOVEMBER 11, 2024

Support for auto-refresh and Iceberg metadata generation is coming soon to Delta Lake Direct. While Snowpark Python has supported reading from and writing to Iceberg tables, you can also now create Iceberg tables with Snowpark Python (generally available).

Data Architecture 105

Data Architecture Architecture Data Lake Kafka 105

Data Engineering Podcast

JUNE 26, 2022

Atlan is the metadata hub for your data ecosystem. Instead of locking your metadata into a new silo, unleash its transformative potential with Atlan’s active metadata capabilities. __init__ covers the Python language, its community, and the innovative ways it is being used.

Datasets 130

Datasets Unstructured Data Metadata MongoDB 130

Data Engineering Podcast

OCTOBER 30, 2022

Atlan is the metadata hub for your data ecosystem. Instead of locking your metadata into a new silo, unleash its transformative potential with Atlan’s active metadata capabilities. __init__ covers the Python language, its community, and the innovative ways it is being used.

Business Intelligence 130

Business Intelligence Metadata MongoDB MySQL 130

Data Engineering Podcast

NOVEMBER 6, 2022

Atlan is the metadata hub for your data ecosystem. Instead of locking your metadata into a new silo, unleash its transformative potential with Atlan’s active metadata capabilities. __init__ covers the Python language, its community, and the innovative ways it is being used.

Building 130

Building IT Metadata MongoDB 130

Data Engineering Podcast

DECEMBER 18, 2022

Atlan is the metadata hub for your data ecosystem. Instead of locking your metadata into a new silo, unleash its transformative potential with Atlan's active metadata capabilities. __init__ covers the Python language, its community, and the innovative ways it is being used. Struggling with broken pipelines?

Metadata 130

Metadata Business Intelligence Data Lake BI 130

Data Engineering Podcast

NOVEMBER 20, 2022

Atlan is the metadata hub for your data ecosystem. Instead of locking your metadata into a new silo, unleash its transformative potential with Atlan’s active metadata capabilities. __init__ covers the Python language, its community, and the innovative ways it is being used.

Systems 130

Systems Metadata Data Pipeline MongoDB 130

Data Engineering Podcast

JULY 17, 2022

Atlan is the metadata hub for your data ecosystem. Instead of locking your metadata into a new silo, unleash its transformative potential with Atlan’s active metadata capabilities. __init__ covers the Python language, its community, and the innovative ways it is being used.

Data Management 130

Data Management Management Metadata MongoDB 130

Data Engineering Podcast

DECEMBER 29, 2022

Atlan is the metadata hub for your data ecosystem. Instead of locking your metadata into a new silo, unleash its transformative potential with Atlan's active metadata capabilities. __init__ covers the Python language, its community, and the innovative ways it is being used. Struggling with broken pipelines?

Management 130

Management Metadata Business Intelligence Data Lake 130

Snowflake

NOVEMBER 1, 2023

Snowflake has invested heavily in extending the Data Cloud to AI/ML workloads, starting in 2021 with the introduction of Snowpark , the set of libraries and runtimes in Snowflake that securely deploy and process Python and other popular programming languages. Let’s unpack these announcements!

Building 119

Building Python SQL Programming Language 119

Data Engineering Podcast

NOVEMBER 26, 2023

__init__ covers the Python language, its community, and the innovative ways it is being used. __init__ covers the Python language, its community, and the innovative ways it is being used. Go to dataengineeringpodcast.com/memphis today to get started! Data lakes are notoriously complex. Closing Announcements Thank you for listening!

Architecture 147

Architecture Data Lake High Quality Data SQL 147

Marc Lamberti

FEBRUARY 21, 2022

As you know, Apache Airflow is written in Python, and DAGs are created via Python scripts. By leveraging Python, you can create DAGs dynamically based on variables, connections, a typical pattern, etc. Python globals with Apache Airflow You must know that Airflow loads any DAG object it can import from a DAG file.

Python 130

Python Metadata Coding Process 130

Tweag

SEPTEMBER 23, 2024

The Python programming language, and its huge ecosystem (there are more than 500,000 projects hosted on the main Python repository, PyPI ), is used both for software engineering and scientific research. In fact, the Python ecosystem and community is notorious for the countless ways it uses to declare dependencies.

Python 57

Python Project Metadata Datasets 57

Data Engineering Podcast

OCTOBER 23, 2022

Atlan is the metadata hub for your data ecosystem. Instead of locking your metadata into a new silo, unleash its transformative potential with Atlan’s active metadata capabilities. __init__ covers the Python language, its community, and the innovative ways it is being used.

Project 130

Project Metadata MongoDB MySQL 130

Netflix Tech

DECEMBER 3, 2022

This logic consists of the following parts: DDL code, table metadata information, data transformation and a few audit steps. DDL Often, the first step in a data pipeline is to define the target table structure and column metadata via a DDL statement. For the workflow orchestration we use Netflix homegrown Maestro scheduler.

Data Pipeline 145

Data Pipeline Scala Metadata Food 145

Data Engineering Podcast

FEBRUARY 26, 2023

__init__ covers the Python language, its community, and the innovative ways it is being used. TimeXtender Logo]([link] TimeXtender is a holistic, metadata-driven solution for data integration, optimized for agility. __init__ covers the Python language, its community, and the innovative ways it is being used.

Building 147

Building Machine Learning Metadata Data Integration 147

Snowflake

JULY 25, 2024

It supports “fuzzy” search — the service takes in natural language queries and returns the most relevant text results, along with associated metadata. Figure 2: One SQL statement – declarative interface for defining a Cortex Search service Once the service is created, it’s easy to query it from your application via REST or Python APIs.

Unstructured Data 131

Unstructured Data Metadata Government SQL 131

Snowflake

NOVEMBER 29, 2023

Also, the associated business metadata for omics, which make it findable for later use, are dynamic and complex and need to be captured separately. A sample representation of the business or functional metadata for omics type called RNA-seq is provided in Figure 1 below.

Metadata 107

Metadata Healthcare Medical Data Storage 107