Netflix Tech

DECEMBER 14, 2020

All four players involved in the device were on the call: there was the large European pay TV company (the operator) launching the device, the contractor integrating the set-top-box firmware (the integrator), the system-on-a-chip provider (the chip vendor), and myself (Netflix). Audio data is moved at about 45 bytes/ms.

Bytes 144

Bytes Engineering Manufacturing Coding 144

Netflix Tech

SEPTEMBER 18, 2024

The first level is a hashed string ID (the primary key), and the second level is a sorted map of a key-value pair of bytes. This flexibility allows our Data Platform to route different use cases to the most suitable storage system based on performance, durability, and consistency needs.

Bytes 108

Bytes Metadata Database Data 108

Engineering at Meta

FEBRUARY 20, 2024

This new convergence helps Meta and the larger community build data management systems that are unified, more efficient, and composable. Meta’s Data Infrastructure teams have been rethinking how data management systems are designed. An introduction to Velox Velox is the first project in our composable data management system program.

Data Management 111

Data Management Bytes Management Datasets 111

Engineering at Meta

MAY 22, 2024

Migrating systems to different cryptosystems always carries some risks such as interoperability issues and security vulnerabilities. In this way, we ensure that our systems remain protected against existing attacks while also providing protection against future threats. However, the key size becomes an issue during TLS resumption.

Bytes 118

Bytes Algorithm Coding Systems 118

Pinterest Engineering

JANUARY 13, 2025

NGAPI, the API platform for serving all first party client API requests, requires optimized system performance to ensure a high success rate of requests and allow for maximum efficiency to provide Pinners worldwide with engaging content. To the left, a glowing Pinterest P sign hovers in front of a glasswall.

Management 75

Management Bytes Software Engineer Software Engineering 75

Tweag

NOVEMBER 22, 2023

But also, all build systems for larger C/C++ codebases typically compile and link in separate steps already, so this is closer to what we’ll encounter when we want to apply our learnings to a larger build system towards the end of this article. gold is a popular choice in many build systems, including Bazel. o hello.with-g.2

Bytes 124

Bytes Coding Project Building 124

Towards Data Science

MARCH 5, 2024

Like a dragon guarding its treasure, each byte stored and each query executed demands its share of gold coins. Join as we journey through the depths of cost optimization, where every byte is a precious coin. It is also possible to set a maximum for the bytes billed for your query. Photo by Konstantin Evdokimov on Unsplash ?

Bytes 97

Bytes Google Cloud Cloud Storage Utilities 97

Netflix Tech

MARCH 6, 2019

Mounting object storage in Netflix’s media processing platform By Barak Alon (on behalf of Netflix’s Media Cloud Engineering team) MezzFS (short for “Mezzanine File System”) is a tool we’ve developed at Netflix that mounts cloud objects as local files via FUSE. MezzFS can be configured to cache objects on the local disk. Regional caching? —?Netflix

Media 90

Media Bytes Process Accessibility 90

Engineering at Meta

JANUARY 26, 2023

Moreover, they become much harder at Meta because of: Technical debt: Systems have been built over years and have various levels of dependencies and deep integrations with other systems. Some systems serving a smaller scale began showing signs of being insufficient for the increased demands that were placed on them.

Bytes 112

Bytes Data Engineering Coding 112

Pinterest Engineering

NOVEMBER 22, 2023

Initial Architecture For Goku Short Term Ingestion Figure 1: Old push based ingestion pipeline into GokuS At Pinterest, we have a sidecar metrics agent running on every host that logs the application system metrics time series data points (metric name, tag value pairs, timestamp and value) into dedicated kafka topics.

Database 111

Database Bytes Kafka Architecture 111

ProjectPro

JUNE 6, 2025

For example, Amazon Redshift can load static data to Spark and process it before sending it to downstream systems. In other words, developers and system administrators can focus their efforts on developing more innovative applications instead of learning, implementing, and maintaining different frameworks. pre-computed models).

Architecture 45

Architecture Kafka Java Scala 45

Cloudera

MARCH 2, 2022

For instance, in both the struct s above the largest member is a pointer of size 8 bytes. Total size of the Bucket is 16 bytes. Similarly, the total size of DuplicateNode is 24 bytes. However 12 bytes is not a valid size of Bucket , as it needs to be a multiple of 8 bytes (the size of the largest member of the struct ).

Data Warehouse 89

Data Warehouse Bytes Data Business Intelligence 89

Netflix Tech

FEBRUARY 13, 2020

The goal is to have the compressed image look as close to the original as possible while reducing the number of bytes required. Shown below is one original source image from the Kodak dataset and the corresponding result with JPEG 444 @ 20,429 bytes and with AVIF 444 @ 19,788 bytes.

Coding 92

Coding Bytes Datasets Media 92

ProjectPro

JUNE 6, 2025

Snowflake provides data warehousing, processing, and analytical solutions that are significantly quicker, simpler to use, and more adaptable than traditional systems. Snowflake is not based on existing database systems or big data software platforms like Hadoop. Snowflake is a data warehousing platform that runs on the cloud.

Architecture 56

Architecture IT Data Warehouse Amazon Web Services 56

Engineering at Meta

SEPTEMBER 12, 2023

It contains customizations on top of AOSP to provide the VR experience on Quest hardware, including firmware, kernel modifications, device drivers, system services, SELinux policies, and applications. As an Android variant, VROS has many of the same security features as other modern Android systems.

Bytes 139

Bytes Coding Programming Manufacturing 139

ProjectPro

JUNE 6, 2025

What makes it different from traditional RAG systems? Multimodal RAG System Applications and Use Cases Learn and Implement Multimodal RAG with ProjectPro! The system intelligently manages various data types within the context window, ensuring coherent relationships between them. But, how does it actually work?

Building 40

Building Python Bytes Pharmaceutical 40

Rock the JVM

DECEMBER 17, 2023

The UDP header is fixed at 8 bytes and contains a source port, destination port, the checksum used to verify packet integrity by the receiving device, and the length of the packet which equates to the sum of the payload and header. flip () println ( s "[server] I've received ${content.limit()} bytes " + s "from ${clientAddress.toString()}!

Scala 90

Scala Bytes Java Coding 90

Netflix Tech

SEPTEMBER 24, 2021

Lastly, the packager kicks in, adding a system layer to the asset, making it ready to be consumed by the clients. The index file keeps track of the physical location (URL) of each chunk and also keeps track of the physical location (URL + byte offset + size) of each video frame to facilitate downstream processing.

Cloud 98

Cloud Bytes Cloud Storage Media 98

ProjectPro

JUNE 6, 2025

Google offers "on-demand pricing," where users are charged for each byte of requested and processed data; the first 1 TB of data per month is free. Alternatively, Redshift might give you the flexibility you need if you have system experts who can modify the architecture to your demands. The hourly rate starts at $0.25

Big Data 40

Big Data Project Bytes Data Storage 40

Tweag

JANUARY 18, 2023

Last time I wrote about how Python’s 1 type system and syntax is now flexible enough to represent and utilise algebraic data types ergonomically. reading and writing to a byte stream). classmethod def decode ( cls , data : bytes ) - > Self : # Implementation goes here. Ivory towers are lonely places, after all.

Python 102

Python Bytes Software Engineer Software Engineering 102

ProjectPro

JUNE 6, 2025

Apache Kafka and Flume are distributed data systems, but there is a certain difference between Kafka and Flume in terms of features, scalability, etc. For a system to support multi-tenancy, the level of logical isolation must be complete, but the level of physical integration may vary.

Kafka 45

Kafka Bytes Big Data Java 45

U-Next

NOVEMBER 24, 2022

The Unix File System is a framework for organizing and storing large amounts of data in a manageable manner. It includes components like files, a group of connected data that can be conceptualized as a stream of bytes (or characters). In the Unix File System, a file is also the smallest storage unit. .

Systems 52

Systems Bytes Media Utilities 52

ProjectPro

JUNE 6, 2025

This decision impacts disk performance, resource allocation, and overall system efficiency. String & Binary Snowflake Data Types VARCHAR, STRING, TEXT Snowflake data types It is a variable-length character string of a maximum of 16,777,216 bytes and holds Unicode characters(UTF-8).

Bytes 40

Bytes Data Unstructured Data Structured Data 40

ProjectPro

JUNE 6, 2025

Hadoop Datasets: These are created from external data sources like the Hadoop Distributed File System (HDFS) , HBase, or any storage system supported by Hadoop. The following methods should be defined or inherited for a custom profiler- profile- this is identical to the system profile. dump- saves all of the profiles to a path.

Hadoop 68

Hadoop Metadata Java Datasets 68

ProjectPro

JUNE 6, 2025

Want to process peta-byte scale data with real-time streaming ingestions rates, build 10 times faster data pipelines with 99.999% reliability, witness 20 x improvement in query performance compared to traditional data lakes, enter the world of Databricks Delta Lake now. This results in a fast and scalable metadata handling system.

Data Lake 63

Data Lake Data Warehouse Metadata Unstructured Data 63

Netflix Tech

OCTOBER 14, 2024

Following through the single_open function , we will find that it uses the function show_smaps_rollup for the show operation, which can translate to the read system call on the file. Let’s first focus on the handler of open syscall on this /proc/<pid>/smaps_rollup. Next, we look at the show_smaps_rollup implementation. seconds!

Bytes 91

Bytes Utilities Coding Python 91

Snowflake

JUNE 20, 2024

Designed for processing large data sets, Spark has been a popular solution, yet it is one that can be challenging to manage, especially for users who are new to big data processing or distributed systems. Batch Processing Pipelines : Large volumes of data can be processed on schedule using the tool.

Data Engineering 111

Data Engineering Data Engineer Scala Engineering 111

Cloudera

JANUARY 17, 2024

you can now programmatically create NiFi reporting tasks to make relevant metrics available to various third party monitoring systems. By using component_name and “Hello World Prometheus,” we’re monitoring the bytes received aggregated by the entire process group and therefore the flow. Select the nifi_amount_bytes_received metric.

Bytes 106

Bytes Architecture Designing Building 106

DoorDash Engineering

JANUARY 16, 2024

Storage traffic: Includes traffic from microservices to stateful systems such as Aurora PostgreSQL, CockroachDB, Redis, and Kafka. In our production system, we observe 10% of traffic that is sent across AZs with this topologySpreadConstraints policy. topologySpreadConstraints: - maxSkew: 1 topologyKey: topology.kubernetes.io/zone

Bytes 84

Bytes Cloud Management PostgreSQL 84

ProjectPro

JUNE 6, 2025

This powerful platform addresses the challenges of data ingestion, distribution, and transformation across diverse systems. NiFi supports connectivity with many systems, including databases, cloud services, and IoT devices, while emphasizing data lineage, security, and extensibility. What is Apache NiFi Used For?

Big Data 40

Big Data Project Healthcare Medical 40

Knowledge Hut

MARCH 7, 2024

quintillion bytes (or 2.5 Syncing Across Data Sources Once you import data into Big Data platforms you may also realize that data copies migrated from a wide range of sources on different rates and schedules can rapidly get out of the synchronization with the originating system. exabytes) of information is being generated every day.

Big Data 98

Big Data Bytes Data Governance Raw Data 98

Confluent

FEBRUARY 12, 2019

Bytes, Decimals, Numerics and oh my. This is useful to get a dump of the data, but very batchy and not always so appropriate for actually integrating source database systems into the streaming world of Kafka. Bytes, Decimals, Numerics and oh my. So our DECIMAL becomes a seemingly gibberish bytes value. Introduction.

Kafka 90

Kafka MySQL Bytes Java 90

ProjectPro

JUNE 6, 2025

Quintillion Bytes of data per day. It is a data management system that facilitates and supports Business Intelligence. It is time-variant, meaning it has a timestamp to track the data coming into the system. As per statistics, we produce 2.5 The problem lies in the real-world data.

Data Mining 45

Data Mining Machine Learning Data Cleanse Data Warehouse 45

Netflix Tech

OCTOBER 8, 2024

Note: Contrary to what the name may suggest, this system is not built as a general-purpose time series database. Those use cases are well served by the Netflix Atlas telemetry system. Effectively managing this data at scale to extract valuable insights is crucial for ensuring optimal user experiences and system reliability.

Bytes 101

Bytes Datasets Metadata Data 101

DoorDash Engineering

AUGUST 15, 2023

But these signals almost entirely rely on application-level instrumentation, which can leave gaps or conflicting semantics across different systems. We also have an unmarshalling function to convert the raw bytes from the kernel into our structure. Metrics, logs, and traces provide vital information about our service ecosystem.

Bytes 84

Bytes PostgreSQL Coding Database 84

Towards Data Science

APRIL 11, 2023

It makes geospatial data can be searched and retrieved efficiently so that the system can provide the best experience to its users. To make it work properly, a good understanding of both the algorithm and the system requirements is required. GB to 55 MB and 7M to 260k). However, it has a cost that should be well considered in advance.

Bytes 91

Bytes Google Cloud Datasets Programming Language 91

Netflix Tech

FEBRUARY 25, 2021

The output of an encoder is a sequence of bytes, called an elementary stream, which can only be parsed with some understanding of the elementary stream syntax. The Media Systems team at Netflix actively contributes to the development, the maintenance, and the adoption of ISOBMFF. Figure 1?—?Simplified We’re hiring!

Technology 81

Technology Bytes Media Entertainment 81