Dynatrace

JANUARY 14, 2022

However, setting the right parameters for Kubernetes clusters to ensure application availability, performance, and resilience while avoiding overspending isn’t a walk in the park. Tuning thousands of parameters has become an impossible task to achieve via a manual and time-consuming approach. The Akamas approach. Additional resources.

Latency 197

Latency Tuning Efficiency AWS 197

Percona

APRIL 7, 2023

If we were to select the most important MySQL setting, if we were given a freshly installed MySQL or Percona Server for MySQL and could only tune a single MySQL variable, which one would it be? MySQL comes pre-configured to be conservative instead of making the most of the resources available in the server. Why is that?

Tuning 135

Tuning Cache Servers Benchmarking 135

Dynatrace

FEBRUARY 16, 2023

This unified approach enables Grail to vault past the limitations of traditional databases. And without the encumbrances of traditional databases, Grail performs fast. “In In most cases, especially with more complex queries, Grail gives you answers at five to 100 times more speed than any other database you can use right now.”

Analytics 179

Analytics Innovation Metrics Database 179

Dynatrace

JANUARY 26, 2021

Within this paradigm, it is possible to run entire architectures without touching a traditional virtual server, either locally or in the cloud. REST APIs, authentication, databases, email, and video processing all have a home on serverless platforms. Every time the trigger executes, the function runs on an available resource.

Serverless 241

Serverless Efficiency Lambda Azure 241

The Netflix TechBlog

AUGUST 1, 2022

As the system evolves to solve more and more use cases, we have expanded its scope to handle not only the CDC use cases but also more general data movement and processing use cases such that: Events can be sourced from more generic applications (not only databases). They use different mechanisms to stream events out of the source databases.

Processing 272

Processing Transportation Entertainment Tuning 272

Scalegrid

MARCH 22, 2024

This process thoroughly assesses factors like cost-effectiveness, security measures, control levels, scalability options, customization possibilities, performance standards, and availability expectations. Ready to take your database management to the next level with ScaleGrid’s cutting-edge solutions?

Strategy 130

Strategy Cloud Government Innovation 130

The Netflix TechBlog

FEBRUARY 18, 2022

Motivation With the rapid growth in Netflix member base and the increasing complexity of our systems, our architecture has evolved into an asynchronous one that enables both online and offline computation. Architecture As shown in the diagram above, the RENO service can be broken down into the following components.

Systems 334

Systems Traffic Architecture Mobile 334

Scalegrid

JANUARY 11, 2024

Key Takeaways Cloud security monitoring is a comprehensive approach involving both manual and automated processes to oversee servers, applications, platforms, and websites, using tools that are customized to fit unique cloud architectures. This includes servers, applications, software platforms, and websites.

Best Practices 130

Best Practices Cloud Monitoring Strategy 130

Dynatrace

FEBRUARY 8, 2021

Also, these modern, cloud-native architectures produce an immense volume, velocity, and variety of data. Powerful filtering capabilities enable you to segment the data by log event attributes, such as status or HTTP method, or the attributes of the log producer, such as container name, cloud provider, region, pod ID, database name, or other.

Cloud 256

Cloud Azure Analytics AWS 256

SQL Performance

APRIL 27, 2020

Azure SQL Database is Microsoft's database-as-a-service offering that provides a tremendous amount of flexibility. Microsoft is continually working on improving their products and Azure SQL Database is no different. HyperScale Database. Hyperscale databases are provisioned using vCores. DTU Pricing Tier.

Azure 55

Azure Database Serverless Hardware 55

The Netflix TechBlog

AUGUST 13, 2020

You’re half awake and wondering, “Is there really a problem or is this just an alert that needs tuning? Telltale learns what constitutes typical health for an application, no alert tuning required. Intelligent Monitoring Every service operator knows the difficulty of alert tuning. By Andrei U., A metric crossed a threshold.

Monitoring 210

Monitoring Tuning Traffic Metrics 210

Percona

DECEMBER 27, 2023

of respondents are currently utilizing databases in Kubernetes (k8s). These indicators suggest that the adoption of databases on k8s is in its early stages and is likely to continue growing in the future. This fully automated scaling and tuning will enable a serverless-like experience in our Operators and Everest.

Cloud 77

Cloud Open Source Strategy Best Practices 77

Dynatrace

MARCH 11, 2021

I wanted to understand how I could tune Dynatrace’s problem detection, but to do that I needed to understand the situation first. For this visualization I used the same backend architecture as for the real-time visualization I presented previously. The raw event data is available via API just like the problem data as well.

Tuning 261

Tuning Architecture Monitoring Big Data 261

The Netflix TechBlog

DECEMBER 17, 2019

Andreas Andreakis , Ioannis Papapanagiotou Overview Change-Data-Capture (CDC) allows capturing committed changes from a database in real-time and propagating those changes to downstream consumers [1][2]. In databases like MySQL and PostgreSQL, transaction logs are the source of CDC events. Designed with High Availability in mind.

Database 212

Database Traffic Transportation Open Source 212

The Netflix TechBlog

APRIL 12, 2022

Sample GraphQL Schema Once entities like the above are available in the graph, it’s very common for folks to want to query for a particular entity based on attributes of related entities, e.g. give me all movies that are currently in photography with Ryan Reynolds as an actor. Data Mesh streams are schematized with Avro.

Engineering 263

Engineering Architecture Java Infrastructure 263

The Netflix TechBlog

FEBRUARY 9, 2021

In particular, we’ll define plans and offers, review the legacy architecture and some of its shortcomings, and dig into our new architecture and some of its advantages. Let’s take a deeper look at the architecture, protocols, and systems involved. The database contains the plans, prices and offers.

Engineering 142

Engineering Scalability Architecture Innovation 142

The Netflix TechBlog

DECEMBER 17, 2019

Andreas Andreakis , Ioannis Papapanagiotou Overview Change-Data-Capture (CDC) allows capturing committed changes from a database in real-time and propagating those changes to downstream consumers [1][2]. In databases like MySQL and PostgreSQL, transaction logs are the source of CDC events. Designed with High Availability in mind.

Database 197

Database Traffic Transportation Open Source 197

Percona

AUGUST 17, 2023

PostgreSQL is open source relational database management software. Most recently, in StackOverflow’s 2022 Stack Developer Survey , PostgreSQL took a slight lead over MySQL (46.48% to 45.68%) as the most popular database platform among professional developers. How-to documentation is readily available.

Open Source 77

Open Source Healthcare Social Media Database 77

The Netflix TechBlog

JULY 26, 2021

From the moment a Netflix film or series is pitched and long before it becomes available on Netflix, it goes through many phases. Data connectivity across Netflix Studio and availability of Operational Reporting tools also incentivizes studio users to avoid forming data silos.

Big Data 253

Big Data Government Analytics Processing 253

The Netflix TechBlog

NOVEMBER 2, 2021

The Reloaded system is a well-matured and scalable system, but its monolithic architecture can slow down rapid innovation. Here, based on the video length, the throughput and latency requirements, available scale etc., The quality results are now available to the caller via the getQuality endpoint. via bug fixes). 4c & 5.

Media 171

Media Innovation Metrics Latency 171

Dynatrace

OCTOBER 6, 2022

OpenTelemetry demo application architecture diagram. Both methods ingest data, but by using the Dynatrace OneAgent, users can automatically discover additional insights about their infrastructure, applications, processes, services and databases. Support for metrics will be extended in the near future, so stay tuned.

Open Source 167

Open Source Metrics Tuning Technology 167

Software Architecture

AUGUST 24, 2017

Source: [link] Cassandra has tunable consistency which means that not only on the database level, you can tune the immediate and eventual consistency of your data per query/operation by setting the read CL (consistency level) and write CL. You’d never want to set write CL = ALL, read CL = ALL. Comments and thoughts welcome.

Tuning 100

Tuning Software Architecture Database C++ 100

The Netflix TechBlog

OCTOBER 18, 2022

Meson was based on a single leader architecture with high availability. Figure 1 shows the high-level architecture. Maestro high level architecture In Maestro, a workflow is a DAG (Directed acyclic graph) of individual units of job definition called Steps. With the high growth of workflows in the past few years?

Java 202

Java Scalability Traffic Architecture 202

The Netflix TechBlog

MARCH 25, 2019

In the rest of this blog, we will a) touch on the complexity of Netflix cloud landscape, b) discuss lineage design goals, ingestion architecture and the corresponding data model, c) share the challenges we faced and the learnings we picked up along the way, and d) close it out with “what’s next” on this journey.

Infrastructure 219

Infrastructure Big Data Transportation Architecture 219

The Netflix TechBlog

OCTOBER 15, 2019

In Netflix the microservice architecture is widely adopted and each microservice typically handles only one type of data. No need to acquire locks on tables, which is essential to ensure that the write traffic on the database is never blocked by our service. High availability, via standby instances across AWS Availability Zones.

Transportation 192

Transportation Architecture Processing Storage 192

VoltDB

MAY 30, 2024

A lot of data platforms are now only available in a specific hyperscaler’s cloud. With legacy databases there was a built-in assumption that you’d need a full-time team of DBAs to support a large deployment, even of something that was, in theory, a product. Consider the cloud. If it were easy everybody would have done it years ago.

Latency 52

Latency Cloud Database Tuning 52

Percona

APRIL 17, 2023

The main objective of this post is to share my experience over the past years tuning MongoDB and centralize the diverse sources that I crossed in this journey in a unique place. The Linux default is usually 60 , which is not ideal for database usage. There is an issue with this, which causes the OS to swap even with memory available.

Best Practices 52

Best Practices Design Tuning Database 52

HammerDB

JANUARY 5, 2019

Some opinions claim that “Benchmarks are meaningless”, “benchmarks are irrelevant” or “benchmarks are nothing like your real applications” However for others “Benchmarks matter,” as they “account for the processing architecture and speed, memory, storage subsystems and the database engine.”

Benchmarking 40

Benchmarking Database Social Media Scalability 40

Percona

MAY 8, 2023

” To answer this question, you would have had to search by ID in a few places and be familiar with PMM’s internal architecture. The new Status column on the Inventory page shows the status of your databases based on metrics coming directly from them. Stay tuned! This is why we’ve added the Monitoring column.

Monitoring 77

Monitoring Database Metrics Tuning 77

High Scalability

AUGUST 24, 2021

Pinecone is a fully managed vector database that makes it easy to add vector search to production applications. No more hassles of benchmarking and tuning algorithms or building and maintaining infrastructure for vector search. The geolocation database or API detects location, proxy and other >20 parameters. Try it today!

Education 100

Education DevOps Infrastructure Benchmarking 100

The Netflix TechBlog

OCTOBER 27, 2020

At Netflix, we also heavily embrace a microservice architecture that emphasizes separation of concerns. Then the KV DAL handles writing to the appropriate underlying storage engines depending on latency, availability, cost, and durability requirements. How Bulldozer leverages Spark, Protobuf and KV DAL for moving the data.

Latency 243

Latency Storage Big Data Tuning 243

High Scalability

OCTOBER 27, 2021

Pinecone is a fully managed vector database that makes it easy to add vector search to production applications. No more hassles of benchmarking and tuning algorithms or building and maintaining infrastructure for vector search. The geolocation database or API detects location, proxy and other >20 parameters. Try it today!

Education 100

Education DevOps Infrastructure Benchmarking 100

High Scalability

SEPTEMBER 29, 2021

Pinecone is a fully managed vector database that makes it easy to add vector search to production applications. No more hassles of benchmarking and tuning algorithms or building and maintaining infrastructure for vector search. The geolocation database or API detects location, proxy and other >20 parameters. Try it today!

Education 100

Education DevOps Infrastructure Benchmarking 100

High Scalability

SEPTEMBER 15, 2021

Pinecone is a fully managed vector database that makes it easy to add vector search to production applications. No more hassles of benchmarking and tuning algorithms or building and maintaining infrastructure for vector search. The geolocation database or API detects location, proxy and other >20 parameters. Try it today!

Education 100

Education DevOps Infrastructure Benchmarking 100

Dynatrace

MAY 6, 2019

For IBM CICS and IMS SDK, avail of the SDK with our CICS and IMS code modules, which allows you to seamlessly integrate customized technologies (e.g., This is available 24×7 for all transactions in your production environments. Deployment and architecture. CICS sockets). Perform IBM MQ end-to-end tracing for CICS and IMS.

Java 116

Java Programming Technology Technology 116

Percona

FEBRUARY 24, 2023

As a result, it becomes increasingly important to protect the confidentiality of information to prevent data leaks and facilitate easy access to relevant data sources and tools for the related teams without having to sift through unrelated databases or environmental data. What options regarding access control are currently available in PMM?

Metrics 104

Metrics Monitoring Database Engineering 104

Software Architecture

AUGUST 24, 2017

Consistency The topic and concept of consistency is very important when you work with a distributed database like Cassandra. When you’re working with a database which runs on only one server, consistency is a non-issue. Read CL controls how many replica nodes must send their most recent copy of partition to the coordinator.

Software Architecture 100

Software Architecture Database Tuning Servers 100