Towards Data Science

FEBRUARY 6, 2024

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. Metadata update Data products need to be understandable. Does it sound familiar?

Systems 82

Systems Raw Data Metadata Data Cleanse 82

Snowflake

NOVEMBER 2, 2023

For example, customers who need a centralized store of data in large volume and variety – including JSON, text files, documents, images, and video – have built their data lake with Snowflake. For any features above in private preview, please contact your Snowflake account manager to apply for access.

Data Lake 87

Data Lake Data Warehouse Cloud Unstructured Data 87

Monte Carlo

FEBRUARY 26, 2024

It uses metadata to create a picture of the data, as well as the relationships between data assets of diverse sources, and the processing that takes place as data moves through systems. Additionally, data catalogs can centrally enforce rules of access, security, and governance, all in a way that is both automatic and visible.

Metadata 52

Metadata Government Data Data Governance 52

dbt Developer Hub

DECEMBER 19, 2023

The documentation will help you familiarize yourself with how our users interact with dbt. Integration points ​ Discovery API (formerly referred to as Metadata API) Overview — This GraphQL API allows you to query the metadata that dbt Cloud generates every time you run a dbt project. New to dbt Cloud? ​

Metadata 52

Metadata Cloud Accessible Accessibility 52

Snowflake

APRIL 23, 2024

The connector provides immediate access to up-to-date ServiceNow data without the need to manually integrate against API endpoints. Customers get a fully managed service with no additional access fees set by Snowflake. It’s available with no additional access fees set by Snowflake and uses Snowflake credits for compute and storage.

Data Warehouse 91

Data Warehouse Data Integration Consulting Metadata 91

Knowledge Hut

JANUARY 2, 2024

Monitoring had to be made more accessible, democratized and expanded to include additional stack tiers. Multi-dimensional data model Similar to how Kubernetes labels infrastructure metadata, the model's structure is built on key-value pairs. YAML files are used by Prometheus to access resources.

Architecture 98

Architecture Metadata Utilities Data Collection 98

Rockset

APRIL 18, 2023

In the demo, you’ll see how Rockset delivers search results in 15 milliseconds over thousands of documents. Organizations have continued to accumulate large quantities of unstructured data, ranging from text documents to multimedia content to machine and sensor data. Why use vector search?

Unstructured Data 105

Unstructured Data Metadata Machine Learning SQL 105

ProjectPro

FEBRUARY 8, 2023

Then, Glue writes the job's metadata into the embedded AWS Glue Data Catalog. AWS Glue then creates data profiles in the catalog, a repository for all data assets' metadata, including table definitions, locations, and other features. Why Use AWS Glue? being data exactly matches the classifier, and 0.0 doesn't match the classifier.

AWS 98

AWS Scala Metadata Data Lake 98

Snowflake

APRIL 29, 2024

This strategy must incorporate business impact analyses as well as backup and recovery plans in the event of a security incident or loss of access to data. Access Control: Snowflake allows customers to define granular permissions for user roles, minimizing the risk of unauthorized access to sensitive data.

Transportation 81

Transportation Data Governance Government Consulting 81

Rock the JVM

OCTOBER 1, 2023

In the first line of the file, we define syntax as proto3 which is the protobuf language version, next we specify package as com.rockthejvm.protos , this will be the namespace through which we access the case classes generated by Fs2Grpc. The Order service will be translated to a Scala trait through which we can access our function.

Scala 63

Scala Metadata Transportation Java 63

RandomTrees

FEBRUARY 6, 2024

Ingestion: The Art of Data Assimilation: Ensuring the digital document accurately reflects the original handwritten material. Generative AI with Data Lineage: By automating the process of collecting lineage metadata, generating visualizations of data lineage, and identifying and troubleshooting data lineage problems.

Data Engineering 52

Data Engineering Data Engineer Engineering Data Lake 52

Ascend.io

FEBRUARY 28, 2024

Through the design and maintenance of efficient data pipelines , data engineers facilitate the seamless flow and accessibility of data for AI processing. By ensuring data is well-organized and readily accessible, data engineers empower AI systems to deliver targeted and effective solutions.

Data Engineering 52

Data Engineering Data Engineer Engineering Metadata 52

Marc Lamberti

OCTOBER 20, 2023

A template engine is a library that combines templates with data models to produce documents. Airflow templates allow you to inject DAG Run and Task Instance metadata in your tasks at runtime. To know if you can use templating or not, you must look at… the documentation Let’s retake the BashOperator. Templating!

SQL 130

SQL Python Coding Metadata 130

Tweag

MAY 16, 2023

Since the previous stable version ( 0.3.1 ), efforts have been made on three principal fronts: tooling (in particular the language server), the core language semantics (contracts, metadata, and merging), and the surface language (the syntax and the stdlib). The | symbol attaches metadata to fields.

MySQL 131

MySQL Metadata Data Validation Coding 131

Snowflake

AUGUST 22, 2023

If the data has specific access, usage and security requirements, these must be built into the data product. Finally, not to be overlooked are the metadata and documentation required to ensure the product can easily be used. Metadata and data should be easy to find for both humans and computers.

Metadata 70

Metadata Data AWS Business Analyst 70

François Nguyen

MARCH 22, 2021

and he/she has different actions to execute (reading, calling a vision API, transform, create metadata, store them, etc…). The core idea of Data Mesh is how you can develop the data usages and remove the centralized and monolitich data warehouse where you have very less access. What you have to code is this workflow !

Architecture 130

Architecture Technology Google Cloud Metadata 130

ThoughtSpot

JUNE 28, 2023

Getting started with version control APIs To begin, ensure that the following prerequisites are met: You have admin access (can administer Thoughtspot privilege) to connect ThoughtSpot to a Git repository and deploy commits. For more information, explore our developer documentation on the new version control REST APIs for Git.

Metadata 72

Metadata Accessible Accessibility Utilities 72

Tweag

NOVEMBER 1, 2023

But if this function calls other functions internally, the parameters to the inner call aren’t necessarily accessible. We can extract documentation from them, get completion in the LSP, use nickel query , and so on. Combined with field metadata, records can come close to the notion of modules in other languages. s t r i n g.

Metadata 105

Metadata Programming Programming Language Coding 105

Snowflake

NOVEMBER 1, 2023

And because the Notebook is natively integrated into Snowflake’s role-based access controls (RBAC), it’s easy to securely share and collaborate on your code and results without compromising on any enterprise data.

Building 101

Building Python SQL Programming Language 101

Monte Carlo

FEBRUARY 12, 2024

Their lineage can be mapped and their health can be measured using the same core pillars of freshness, volume, and schema (metadata). Unstructured data from product documentation, Slack chats, internal knowledge repositories, and other sources is uploaded to Pinecone.

Database 72

Database Unstructured Data Data Pipeline Metadata 72

Netflix Tech

JUNE 1, 2023

The replay traffic environment generated responses containing a standard playback manifest, a JSON document containing all the necessary information for a Netflix device to start playback. It also included metadata about ads, such as ad placement and impression-tracking events. Keep an eye out for updates on this.

Algorithm 136

Algorithm Metadata Kafka Systems 136

Rockset

NOVEMBER 7, 2023

As a result, indexing of newly ingested vectors and metadata does not negatively impact search performance. FAISS-IVF at Rockset While Rockset is algorithm agnostic in its implementation of similarity indexing, for the initial implementation we leveraged FAISS-IVF as it’s widely used, well documented and supports updates.

Cloud 64

Cloud Metadata Database SQL 64

Data Engineering Podcast

NOVEMBER 27, 2022

This has led to inefficiencies in how data is stored, accessed, and shared across process and system boundaries. 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. images, documents, etc.)

Data Process 100

Data Process Process Metadata Business Intelligence 100

Monte Carlo

MAY 18, 2023

You may even already have access to one of them. No-code Editor : It’s possible to augment the lineage captured from machine metadata with a drag and drop no-code editor. One reviewer said, “I’m in the process of setting up OpenMetadata in our org, ingesting metadata from Athena, Superset and Dagster.

Metadata 64

Metadata Data Lake Government Data Governance 64

Zalando Engineering

OCTOBER 18, 2023

The query directives are generally useful for clients to express certain types of metadata for the query. It can be implemented in NodeJS as follows (the implementation is shortened to fit into a post) - function getSensitiveVariables ( schema , document ) { const sensitiveVariables = []; require ( "graphql" ). directives ?

Metadata 86

Metadata Coding Banking Designing 86

Rockset

NOVEMBER 14, 2022

For highly-selective search queries, Rockset uses its search indexes to locate documents matching predicates and then fetches the corresponding values from the row store. Rockset uses RocksDB as its embedded storage engine, storing documents as key-value pairs (ie: document identifier, document value).

Metadata 52

Metadata Datasets Cloud Accessible 52

Data Engineering Weekly

JUNE 29, 2023

The quest to simplify data access is there forever, but with the advancement in LLM, I think it will become a reality. Databricks and Snowflake are better places to index the data and its metadata to enable natural language query capabilities. On top of it, it does support access control for queries and maintains the permission model.

Data Engineering 76

Data Engineering Data Engineer Google Cloud Engineering 76

phData: Data Engineering

OCTOBER 12, 2022

Hosted Doc Site for Documentation One of the most powerful features of dbt can be the documentation you generate. This documentation can give different users insight into where data came from, what the profile of the data is, what the SQL looked like, and the DAG to know where the data is being used.

Cloud 52

Cloud Metadata SQL Data Warehouse 52

Towards Data Science

MAY 26, 2023

At a high level the recipe for ‘Lineage as Code’ and then subsequently accessing it is: Write Hamilton code & version it. Adding metadata to make lineage more useful! Lineage gets more useful, when you can also attach metadata to it. Instead of procedural code you write functions, that define how computation should proceed.

Metadata 85

Metadata Data Science Coding Machine Learning 85

Knowledge Hut

APRIL 4, 2024

You can think of a cookbook as a collection of all the recipes, files, characteristics, and metadata you'll need to implement a specific scenario. Metadata A small bit of metadata is required for every cookbook. Cookbooks In Chef Infra, a Cookbook is the basic unit of configuration and policy distribution.

Architecture 52

Architecture Amazon Web Services Metadata AWS 52

DoorDash Engineering

DECEMBER 5, 2023

Key terminology Here are definitions and links to further documentation about the tools we used. Orchestrator service triggers an API call against the GitHub repo for Kafka Topics, creating a pull request, or PR, for a new topic and corresponding access control list (ACL) entry. Terraform : Infrastructure-as-code (IaC) platform.

Kafka 90

Kafka Programming Language Metadata Architecture 90

Zalando Engineering

JANUARY 22, 2024

Additionally, all of us except for the cloud infrastructure team were locked out of accessing AWS accounts and internal tools due to missing DNS entries, rendering the incident response difficult. It uses the metadata object to calculate the accounts to work on. Yet, why was this single character so powerful and destructive?

AWS 83

AWS Metadata Cloud Process 83

Towards Data Science

DECEMBER 1, 2023

However, we will pay particular attention to Access Control (this will be used for dbt access). After the initial sync, you can access your data from the Snowflake UI. There are two ways to access dbt: dbt Cloud and dbt Core. Good documentation provides better data discoverability and governance.

Data Engineering 72

Data Engineering Data Engineer Project Engineering 72

AltexSoft

FEBRUARY 11, 2023

This suggests that today, there are many companies that face the need to make their data easily accessible, cleaned up, and regularly updated. Translating business requirements into an effective data infrastructure Data architects collect and document business requirements to clearly define objectives a company wants to reach with data.

Data Architect 87

Data Architect Certification Generalist Big Data 87

phData: Data Engineering

SEPTEMBER 19, 2023

Data Governance and Security By defining data models, organizations can establish policies, access controls, and security measures to protect sensitive data. Metadata Management Data modeling methodologies help in managing metadata within the data lake. Metadata describes the characteristics, attributes, and context of the data.

Data Lake 52

Data Lake Process Metadata Data Warehouse 52

Cloudera

AUGUST 10, 2021

Impala Row Filtering to set access policies for rows when reading from a table. Atlas / Kafka integration provides metadata collection for Kafa producers/consumers so that consumers can manage, govern, and monitor Kafka metadata and metadata lineage in the Atlas UI. Figure 1: sales group SELECT access. x, and 6.3.x,

Cloud 97

Cloud Kafka Metadata SQL 97

Monte Carlo

DECEMBER 8, 2023

Data provenance is the record of metadata from data’s original sources, providing the historical context and authenticity of data. Data provenance is the historical record of data from its original sources by capturing metadata of data’s changes throughout the lifecycle. Enter: data provenance and data lineage. Data lineage diagram.

Metadata 52

Metadata Data Data Warehouse Government 52