Towards Data Science

FEBRUARY 6, 2024

ERP and CRM systems are designed and built to fulfil a broad range of business processes and functions. Accessing Operational Data I used to connect to views in transactional databases or APIs offered by operational systems to request the raw data. Accessibility : I could easily request access to these data products.

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Systems Raw Data Metadata Data Cleanse 78

Netflix Tech

MARCH 7, 2024

The Machine Learning Platform (MLP) team at Netflix provides an entire ecosystem of tools around Metaflow , an open source machine learning infrastructure framework we started, to empower data scientists and machine learning practitioners to build and manage a variety of ML systems.

Systems 93

Systems Media Machine Learning Data Warehouse 93

The Pragmatic Engineer

OCTOBER 17, 2024

The startup was able to start operations thanks to getting access to an EU grant called NGI Search grant. Results are stored in git and their database, together with benchmarking metadata. Benchmarking results for each instance type are stored in sc-inspector-data repo, together with the benchmarking task hash and other metadata.  There

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Cloud AWS Metadata Cloud Computing 273

Cloudera

SEPTEMBER 15, 2022

In this blog post, we will talk about a single Ozone cluster with the capabilities of both Hadoop Core File System (HCFS) and Object Store (like Amazon S3). A unified storage architecture that can store both files and objects and provide a flexible, scalable, and high-performance system. Bucket types. release version.

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Systems Hadoop Metadata Telecommunication 86

Data Engineering Podcast

FEBRUARY 20, 2022

You can observe your pipelines with built in metadata search and column level lineage. Your host is Tobias Macey and today I’m interviewing Guy Yachdav, Director of Software Engineering at Immunai, about his work at Immunai to wrangle biological data for advancing research into the human immune system. regulatory, security, etc.)

Systems 100

Systems Software Engineering Software Engineer Data Warehouse 100

Precisely

APRIL 11, 2023

Do I have access to the data? What do I need to do to access the data now and make it easy to find and access in the future? Data that’s scattered throughout your organization – within various systems and with multiple owners – poses a big challenge. What existing data does the organization have to support my initiative?

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Accessibility Accessible Metadata Data Integration 52

Cloudera

OCTOBER 23, 2024

In August, we wrote about how in a future where distributed data architectures are inevitable, unifying and managing operational and business metadata is critical to successfully maximizing the value of data, analytics, and AI. It is a critical feature for delivering unified access to data in distributed, multi-engine architectures.

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Metadata BI Data Lake Business Intelligence 82

Netflix Tech

SEPTEMBER 29, 2022

Timestone: Netflix’s High-Throughput, Low-Latency Priority Queueing System with Built-in Support for Non-Parallelizable Workloads by Kostas Christidis Introduction Timestone is a high-throughput, low-latency priority queueing system we built in-house to support the needs of Cosmos , our media encoding platform. Over the past 2.5

Systems 87

Systems Metadata Media Kafka 87

LinkedIn Engineering

DECEMBER 6, 2022

With a reasonably sizable footprint of servers in data centers, LinkedIn is responsible for ensuring that these hosts are always on an operating system (OS) version deemed the ���latest and greatest��� for all intents and purposes. An OS snapshot is a collection of bootfiles (initrd, vmlinuz), RPMs, and a few extra metadata.

Systems 55

Systems Metadata Datasets Designing 55

dbt Developer Hub

OCTOBER 3, 2024

These formats are changing the way data is stored and metadata accessed. Iceberg Data Catalog - an open-source metadata management system that tracks the schema, partition, and versions of Iceberg tables. Storage systems should just work.” “We One of the biggest hurdles is managing Iceberg’s metadata layer.

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Metadata Data Lake Data Storage Accessible 86

Netflix Tech

MARCH 10, 2021

ConsoleMe: A Central Control Plane for AWS Permissions and Access By Curtis Castrapel , Patrick Sanders , and Hee Won Kim At AWS re:Invent 2020, we open sourced two new tools for managing multi-account AWS permissions and access. Groups beyond software engineering teams are standing up their own systems and automation.

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AWS Accessibility Accessible Cloud 102

ThoughtSpot

NOVEMBER 5, 2024

ThoughtSpot prioritizes the high availability and minimal downtime of our systems to ensure a seamless user experience. In the realm of modern analytics platforms, where rapid and efficient processing of large datasets is essential, swift metadata access and management are critical for optimal system performance.

Metadata 52

Metadata PostgreSQL Java Database 52

Data Engineering Podcast

JUNE 16, 2024

What are the other systems that feed into and rely on the Trino/Iceberg service? 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? Email hosts@dataengineeringpodcast.com with your story.

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Data Lake High Quality Data Metadata Machine Learning 147

Precisely

OCTOBER 31, 2024

Data fabric is a unified approach to data management, creating a consistent way to manage, access, and share data across distributed environments. With data volumes skyrocketing, and complexities increasing in variety and platforms, traditional centralized data management systems often struggle to keep up.

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Data Architecture Architecture Metadata Government 69

Confluent

MAY 7, 2019

Although it is the simplest way to subscribe to and access events from Kafka, behind the scenes, Kafka consumers handle tricky distributed systems challenges like data consistency, failover and load balancing. Let’s first examine what we would want from a typical system that processes a large amount of data for a critical cause.

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Kafka Accessibility Accessible Metadata 111

Knowledge Hut

APRIL 25, 2024

Intrusion detection systems (IDS) are designed to identify suspicious and malicious activity through network traffic. So, let's get to know the meaning of an intrusion detection system and how it works. What Is a n Intrusion Detection System? Why Are Intrusion Detection Systems Important? and how it works.

Systems 52

Systems Recruitment Machine Learning Certification 52

Cloudera

NOVEMBER 15, 2024

All of this data is essential for investigations and threat hunting, but existing systems often struggle to manage it efficiently. Here’s how Cloudera makes it possible: One unified system: Cloudera’s open data lakehouse consolidates all critical log data into one system.

Metadata 76

Metadata Unstructured Data Data Lake Government 76

Netflix Tech

SEPTEMBER 18, 2024

Second, developers had to constantly re-learn new data modeling practices and common yet critical data access patterns. This abstraction simplifies data access, enhances the reliability of our infrastructure, and enables us to support the broad spectrum of use cases that Netflix demands with minimal developer effort.

Bytes 99

Bytes Metadata Database Data 99

Cloudera

DECEMBER 16, 2022

We are pleased to announce that Cloudera has been named a Leader in the 2022 Gartner ® Magic Quadrant for Cloud Database Management Systems. Many of our customers use multiple solutions—but want to consolidate data security, governance, lineage, and metadata management, so that they don’t have to work with multiple vendors.

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Database Cloud Systems Management 90

Data Engineering Weekly

JUNE 16, 2024

link] Jack Vanlightly: A Cost Analysis Of Replication Vs. S3 Express One Zone In Transactional Data Systems S3 Express One Zone, with low latency and write ops certainty, is promising. Replication-based systems remain more economical at low to medium throughputs, especially with significant cross-AZ data transfer discounts.

Data Engineering 104

Data Engineering Data Engineer Engineering Kafka 104

Precisely

JULY 18, 2024

Key Takeaways Data Fabric is a modern data architecture that facilitates seamless data access, sharing, and management across an organization. Data management recommendations and data products emerge dynamically from the fabric through automation, activation, and AI/ML analysis of metadata.

Data Management 52

Data Management Management Metadata Database-centric 52

Cloudera

NOVEMBER 15, 2024

All of this data is essential for investigations and threat hunting, but existing systems often struggle to manage it efficiently. Here’s how Cloudera makes it possible: One unified system: Cloudera’s open data lakehouse consolidates all critical log data into one system.

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Snowflake

JUNE 5, 2024

At the same time, organizations must ensure the right people have access to the right content, while also protecting sensitive and/or Personally Identifiable Information (PII) and fulfilling a growing list of regulatory requirements. Additional built-in UI’s and privacy enhancements make it even easier to understand and manage sensitive data.

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Government Accessible Accessibility Cloud 103

Cloudera

SEPTEMBER 28, 2021

Cloudera Data platform ( CDP ) provides a Shared Data Experience ( SDX ) for centralized data access control and audit in the Enterprise Data Cloud. The Ranger Authorization Service (RAZ) is a new service added to help provide fine-grained access control (FGAC) for cloud storage. Changes with file access control .

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Accessibility Accessible Cloud Cloud Storage 61

Cloudera

DECEMBER 7, 2020

Apache Hadoop Distributed File System (HDFS) is the most popular file system in the big data world. The Apache Hadoop File System interface has provided integration to many other popular storage systems like Apache Ozone, S3, Azure Data Lake Storage etc. Migrating file systems thus requires a metadata update. .

Systems 60

Systems Hadoop Metadata Datasets 60

Data Engineering Podcast

DECEMBER 4, 2022

The typical conception of how it is accessed is through a web or desktop application running on a powerful laptop. This opens the door for busy employees to access and analyze their company information away from their desk, but it has the more powerful effect of bringing first-class support to companies operating in mobile-first economies.

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Business Intelligence Metadata BI MongoDB 100

Ascend.io

JULY 23, 2024

AI Implementation Framework #1- Levels of Access The first framework focuses on defining levels of access for AI and automation tools. Establishing these levels is crucial for managing risks and building trust in AI and automation systems within the organization.

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Data Engineer Data Engineering Engineering Metadata 52

Engineering at Meta

MARCH 18, 2024

Systems and application logs play a key role in operations, observability, and debugging workflows at Meta. We designed the system to support service-level guarantees on log freshness, completeness, durability, query latency, and query result completeness. Each log line can have zero or more metadata key-value pairs attached to it.

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Engineering Metadata Architecture Designing 94

Netflix Tech

FEBRUARY 13, 2023

We accomplish this by paving the path to: Accessing and processing media data (e.g. Media Access: Jasper In the early days of media ML efforts, it was very hard for researchers to access media data. Training Performance Media model training poses multiple system challenges in storage, network, and GPUs.

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Media Machine Learning Metadata Algorithm 117

Snowflake

NOVEMBER 12, 2024

Managing application state and metadata Use Hybrid Tables as the system of record for application configuration, user profiles, workflow state and other metadata that needs to be accessed with high concurrency.

Food 73

Food Metadata Education AWS 73

Snowflake

NOVEMBER 29, 2023

In medicine, lower sequencing costs and improved clinical access to NGS technology has been shown to increase diagnostic yield for a range of diseases, from relatively well-understood Mendelian disorders, including muscular dystrophy and epilepsy , to rare diseases such as Alagille syndrome.

Metadata 88

Metadata Healthcare Medical Data Storage 88

Pinterest Engineering

OCTOBER 2, 2024

Catalog/Metadata Management , which is responsible for storing and serving table metadata, including ownership, schemas, SLAs, etc., and also providing runtime metadata about the platform Security and Auditability , which ensures GDPR compliance, advanced levels of auditability, security, AAA, etc.

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Data Management Management Metadata SQL 56

phData: Data Engineering

NOVEMBER 1, 2024

It serves as a vital protective measure, ensuring proper data access while managing risks like data breaches and unauthorized use. Strong data governance also lays the foundation for better model performance, cost efficiency, and improved data quality, which directly contributes to regulatory compliance and more secure AI systems.

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Government Data Governance Finance Metadata 52

Netflix Tech

JUNE 1, 2023

In this blog post, we’ll discuss the methods we used to ensure a successful launch, including: How we tested the system Netflix technologies involved Best practices we developed Realistic Test Traffic Netflix traffic ebbs and flows throughout the day in a sinusoidal pattern. Basic with ads was launched worldwide on November 3rd.

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Algorithm Metadata Kafka Systems 138

Snowflake

JULY 25, 2024

Yet, while retrieval is a fundamental component of any AI application stack, creating a high-quality, high-performance RAG system remains challenging for most enterprises. It supports “fuzzy” search — the service takes in natural language queries and returns the most relevant text results, along with associated metadata.

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Unstructured Data Metadata Government SQL 113

Netflix Tech

OCTOBER 8, 2024

Rajiv Shringi Vinay Chella Kaidan Fullerton Oleksii Tkachuk Joey Lynch Introduction As Netflix continues to expand and diversify into various sectors like Video on Demand and Gaming , the ability to ingest and store vast amounts of temporal data — often reaching petabytes — with millisecond access latency has become increasingly vital.

Bytes 94

Bytes Datasets Metadata Data 94

Snowflake

NOVEMBER 2, 2023

Snowflake Horizon is Snowflake’s built-in governance solution with a unified set of compliance, security, privacy, interoperability, and access capabilities. Snowflake continues to advance Snowflake Horizon with additional capabilities for compliance, security, privacy, interoperability, and access.

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Metadata Government AWS Medical 107