Engineering at Meta

FEBRUARY 7, 2024

PTP and its limitations Excessive network communication A typical IEEE 1588-2019 two-step PTPv2 unicast UDP flow consists of the following exchange: Figure 1: Typical two-step PTPv2 exchange. It should be noted that SPTP may not be suitable for systems that still require subscription and authentication.

Utilities 122

Utilities Coding Designing Accessible 122

Data Engineering Weekly

JULY 30, 2023

🙌💯 Right now, we're sorting out a few snags with the registration payment system, but no stress! link] All Things Distributed: Building and operating a pretty big storage system called S3. Slack writes about Service Delivery Index, a simple reliability data pipeline, and its impact on operating systems at scale.

Data Engineering 52

Data Engineering Data Engineer Engineering Kafka 52

Cloudera

MARCH 3, 2022

In 2019, the U.K.’s If data access policies and lineage aren’t consistent across an organization’s private cloud and public clouds, gaps will exist in audit logs. Inconsistent data access policies may also mean a data practitioner is making decisions on incomplete or out-of-date information. . Everyone Fails Data Governance.

Data Governance 98

Data Governance Government Metadata Medical 98

Pinterest Engineering

JANUARY 4, 2024

In 2020, anticipating the growing needs of the business and to simplify our storage offerings, we decided to consolidate our different key-value systems in the company into a single unified service called KVStore. Maintaining these disparate systems and building common functionality among them was adding a huge overhead to the teams.

Database 78

Database Building Datasets Relational Database 78

Cloudera

DECEMBER 14, 2021

But with growing demands, there’s a more nuanced need for enterprise-scale machine learning solutions and better data management systems. They created a system to spread data across several servers with GPU-based processing so large datasets could be managed more effectively across the board. . Commonwealth Bank of Australia.

Transportation 110

Transportation Telecommunication Banking Data Lake 110

Engineering at Meta

OCTOBER 31, 2023

SCARF scans production data systems to identify tables or assets that are unused and safely removes them. Throughout this series, we have referred to the example of the deprecation of a photo sharing app called Moments , which Meta launched in 2015 and eventually shut down in 2019.

Data 93

Data Metadata Coding Relational Database 93

Cloudera

DECEMBER 3, 2021

In part 1 of this blog post, we discussed the need to be mindful of data bias and the resulting consequences when certain parameters are skewed. In 2019, the Gradient institute published a white paper outlining the practical challenges for Ethical AI. An AI system trained on data has no context outside of that data.

Government 100

Government Hospitality Education Data Governance 100

Cloudera

MAY 27, 2021

This blog post was written by Pedro Pereira as a guest author for Cloudera. . An authoritarian regime is manipulating an artificial intelligence (AI) system to spy on technology users. Right now, someone somewhere is writing the next fake news story or editing a deepfake video. It’s not the machine’s fault.

Algorithm 117

Algorithm Media Consulting Machine Learning 117

Confluent

MAY 30, 2019

Following part 1 and part 2 of the Spring for Apache Kafka Deep Dive blog series, here in part 3 we will discuss another project from the Spring team: Spring Cloud Data Flow , which focuses on enabling developers to easily develop, deploy, and orchestrate event streaming pipelines based on Apache Kafka ®. Spring Cloud Data Flow ecosystem.

Kafka 92

Kafka Cloud Data Pipeline PostgreSQL 92

Cloudera

JANUARY 26, 2022

Virtual machines came to be, and this meant that several (virtual) environments with their own operating systems could run in one physical computer. . Brand-new virtualized private network connections allowed users to share access to the same physical infrastructure.

Cloud 85

Cloud Cloud Computing Hadoop Data Warehouse 85

Data Engineering Weekly

AUGUST 13, 2023

🔍 [link] Meta: Scaling the Instagram Explore recommendations system AI plays an important role in what people see on Meta’s platforms. link] Sponsored: Great Data Debate–The State of Data Mesh Since 2019, the data mesh has woven itself into every blog post, event presentation, and webinar.

Data Engineering 52

Data Engineering Data Engineer Engineering Food 52

Cloudera

NOVEMBER 17, 2022

HBL started their data journey in 2019 when data lake initiative was started to consolidate complex data sources and enable the bank to use single version of truth for decision making. CDP Private Cloud’s new approach to data management and analytics would allow HBL to access powerful self-service analytics.

Banking 84

Banking Management Data Lake Professional Services 84

LinkedIn Engineering

MARCH 9, 2023

Every day, we upload nearly 30 million dependencies to the Apache Hadoop Distributed File System (HDFS) to run Spark applications. When the application is submitted to YARN, NodeManagers used to run Spark executors will download the required dependencies to their local file systems, a process known as " dependency localization."

Hadoop 124

Hadoop Machine Learning Designing Data Pipeline 124

Data Engineering Weekly

AUGUST 27, 2023

The ease of data access and democratization increase the need for better quality with contextual data. link] Netflix: Lessons Learnt From Consolidating ML Models in a Large Scale Recommendation System Netflix writes about consolidating multiple machine learning models used for different recommendation tasks into one multi-task model.

Data Engineering 52

Data Engineering Data Engineer Engineering Machine Learning 52

Data Engineering Weekly

SEPTEMBER 3, 2023

👋🙂 Register Now → Wes McKinney: The Road to Composable Data Systems - Thoughts on the Last 15 Years and the Future On LinkedIn, you may hear this frequently, "We did this 30 years ago." The author summarizes the last 15 years of data computation infrastructure and the emerging trend of composable data systems.

Data Engineering 73

Data Engineering Data Engineer Engineering Data 73

Rockset

MARCH 18, 2024

In this blog, we’ll discuss how RAG fits into the paradigm of real-time data processing and show an example product recommendation application using both Kafka and Flink on Confluent Cloud together with Rockset. In many vector databases, indexing of vectors and search happen on the same compute clusters for faster data access.

Cloud 64

Cloud Building Metadata Kafka 64

Netflix Tech

NOVEMBER 13, 2023

In this blog post, we will introduce speech and music detection as an enabling technology for a variety of audio applications in Film & TV, as well as introduce our speech and music activity detection (SMAD) system which we recently published as a journal article in EURASIP Journal on Audio, Speech, and Music Processing.

Datasets 89

Datasets Metadata Algorithm Architecture 89

Knowledge Hut

JUNE 20, 2023

trillion, representing a significant jump from 2019's $3.3 The trend towards e-commerce is anticipated to continue even as the pandemic subsides, with most consumers familiar with the convenience and accessibility that online shopping provides. By 2023, e-commerce sales are estimated to reach $6.3 trillion e-commerce sales figure.

Building 52

Building Media Data Analysis Certification 52

Cloudera

MAY 25, 2021

Data and analytics have become second nature to most businesses, but merely having access to the vast volumes of data from these devices will no longer suffice. According to Gartner , by 2022, more than half of major new business systems will incorporate “continuous intelligence” that use real-time context data to improve decision-making.

SQL 72

SQL Insurance Electronics Scala 72

Data Engineering Weekly

AUGUST 6, 2023

😃🎊 Click here to Register for DEWCon - 2023 → 🤺Hot Take on The Great Orchestration Battle for Data Land ⚔️ Last week a sequence of blog posts revealed the underlying ambition of the data orchestration companies. The blog talks about modeling customer journeys with graph node embeddings.

Data Engineering 52

Data Engineering Data Engineer Engineering Kafka 52

Ascend.io

APRIL 5, 2023

This is how analytics engineers add tremendous value to organizations: ensuring data analysts and business users are accessing the right data in the right places to answer meaningful questions and enable accurate decision-making. A data analyst at one company could be a BI engineer at another.”

Engineering 52

Engineering Raw Data BI Software Engineer 52

Picnic Engineering

OCTOBER 17, 2023

Especially organizations with legacy MDM systems struggle to get value out of data, let alone adopt AI. MDM ensures data consistency and quality across an organization’s systems and processes. A great example of this is the “ Publish Cache ” to expose master data to downstream systems. Building MDM — it’s like building a house!

Data Management 52

Data Management Management Food Data 52

Tweag

MAY 16, 2023

That’s a dangerous mistake: with the advent of IaC for the cloud, configuration has become an important aspect of modern software systems, and a critical point of failure. Misconfigurations also contribute to 16% of production incidents at Facebook 2 , including the worst-ever outage of Facebook and Instagram that occurred in March 2019 4.

MySQL 131

MySQL Metadata Data Validation Coding 131

Netflix Tech

DECEMBER 23, 2020

By Fabio Kung , Sargun Dhillon , Andrew Spyker , Kyle , Rob Gulewich, Nabil Schear , Andrew Leung , Daniel Muino, and Manas Alekar As previously discussed on the Netflix Tech Blog, Titus is the Netflix container orchestration system. Also, the container cannot setuid to a UID that can access files owned by that “outside uid.”

Media 114

Media Accessible Accessibility Systems 114

Knowledge Hut

FEBRUARY 7, 2023

You will get to know about the ways of accessing the AWS services. You will also get to learn about access and identity management of users. You will learn how to implement system isolation with the help of private networks. Upon completing this book, you will know how to build a reliable and robust system with AWS cloud.

Amazon Web Services 52

Amazon Web Services AWS Cloud Cloud Computing 52

Rockset

MARCH 1, 2023

Some of the systems make data immutable, once ingested, to get around this issue – but real world data streams such as CDC streams have inserts, updates and deletes and not just inserts. If you want the absolute latest research on this space, read the 2019 survey paper by Chen Lou and Prof. Michael Carey.

Data Ingestion 144

Data Ingestion Database Architecture Cloud Storage 144

Knowledge Hut

NOVEMBER 22, 2023

However, with a DBA keeping their databases, Amazon can easily sail the enormous e-commerce operation while keeping our information organized, safe, organized, and accessible. Skills Gaining experience or skills with specific database management systems such as Oracle, Microsoft SQL Server, or MySQL can also impact a DBA's salary.

Database 52

Database Banking MySQL Consulting 52

Cloudera

AUGUST 4, 2021

Trends toward more self-service data access and real-time applications have made data governance more visible and critical than ever before. A top-notch system will include an easy-to-navigate data catalog that provides a single-pane view to administer and discover all data assets. But it’s still not easy.

Data Governance 85

Data Governance Government Metadata Data Security 85

Confluent

MAY 14, 2019

You are eager to help others get up to speed by writing blog posts, speaking at meetups and conferences, conducting webinars, and answering questions on Stack Overflow, Twitter, and the Confluent Community Slack. Access to the private MVP Slack channel. Also , Catalysts demonstrate at least one of the following: 2a. Contributing.

Programming 81

Programming Kafka Education Coding 81

Knowledge Hut

JANUARY 11, 2024

AWS offers over 160 patented services and other additional courses through the Marketplace that can be accessed by people from all across the world. CloudPractitioner Certification is accessible to anyone who is interested in a career in technology and IT. Browse through the FAQs and blogs to get a better idea about how things work.

AWS 96

AWS Amazon Web Services Cloud Cloud Computing 96

Big Data Tools

OCTOBER 5, 2021

Real-Time Exactly-Once Ad Event Processing with Apache Flink, Kafka, and Pinot – As an expert in distributed systems, I’m always very skeptical when I read or hear the words “exactly once”. People should be able to access and, more importantly, use data that is not sensitive from a security or privacy standpoint.

Data Engineering 52

Data Engineering Data Engineer Engineering Big Data Tools 52

Big Data Tools

OCTOBER 5, 2021

Real-Time Exactly-Once Ad Event Processing with Apache Flink, Kafka, and Pinot – As an expert in distributed systems, I’m always very skeptical when I read or hear the words “exactly once”. People should be able to access and, more importantly, use data that is not sensitive from a security or privacy standpoint.

Data Engineering 52

Data Engineering Data Engineer Engineering Big Data Tools 52

Knowledge Hut

MARCH 26, 2024

Being an enterprise architect myself, I can attest that this role goes beyond simply managing the current systems. It delves deeper, involving system analysis to identify outdated components and plan for future needs. Who is an Enterprise Architect and what do they do?

Business Analyst 52

Business Analyst Portfolio Certification Amazon Web Services 52

Cloudera

OCTOBER 1, 2022

Thinking back to the conversations I had in late 2019, early 2020, most of the mainstream organizations I was talking to, meaning not the Facebooks and the Googles of the world, had very similar machine learning and AI journeys. Organizations need a multidisciplinary team to maintain, monitor, and regulate data compliance systems.

Data Governance 73

Data Governance Government Machine Learning Data Science 73

DataKitchen

APRIL 13, 2021

Read the complete blog below for a more detailed description of the vendors and their capabilities. DataOps needs a directed graph-based workflow that contains all the data access, integration, model and visualization steps in the data analytic production process. Reflow — A system for incremental data processing in the cloud.

Consulting 120

Consulting Machine Learning Data Science Data Pipeline 120

Knowledge Hut

MARCH 28, 2024

In this blog, I will explore Azure data engineer jobs and the top 10 job roles in this field where you can begin your career. With an amazing growth rate of 11% from 2019 to 2029, data engineers are in rising demand now and in the future as well. Implement ETL processes to load data into the data warehouse from various source systems.

Data Engineering 52

Data Engineering Data Engineer Engineering Data Warehouse 52

Monte Carlo

AUGUST 31, 2023

As the data analyst or engineer responsible for managing this data and making it usable, accessible, and trustworthy, rarely a day goes by without having to field some request from your stakeholders. In fact, ZoomInfo found in 2019 that 1 in 5 companies lost a customer due to a data quality issue. The root of data downtime?

Data Lake 52

Data Lake Data Pipeline Unstructured Data Data Warehouse 52