Unified Flink Source at Pinterest: Streaming Data Processing

1,091
Pinterest
Pinterest's profile on StackShare is not actively maintained, so the information here may be out of date.

By Lu Niu & Chen Qin | Software Engineers, Stream Processing Platform Team


To best serve Pinners, creators, and advertisers, Pinterest leverages Flink as its stream processing engine. Flink is a data processing engine for stateful computation over data streams. It provides rich streaming APIs, exact-once support, and state checkpointing, which are essential to build stable and scalable streaming applications. Nowadays Flink is widely used in companies like Alibaba, Netflix, and Uber in mission critical use cases.

Xenon is the Flink-based stream processing platform at Pinterest. The mission is to build a reliable, scalable, easy-to-use, and efficient stream platform to enable data-driven products and timely decision making. This system includes:

  • Reliable and up-to-date Flink compute engine
  • Improved Pinterest dev velocity on stream application development
  • Platform reliability and efficiency
  • Security & Compliance
  • Documentation, User Education, and Community

Xenon has enabled several critical use cases, including:

  • Ads real-time ingestion, spending, and reporting — Calculate spending against budget limits in real time to quickly adjust budget pacing and update advertisers with more timely reporting results.
  • Fast signals — Make content signals available quickly after content creation and use these signals in ML pipelines for a customized user experience.
  • Realtime Trust & Safety — Reduce levels of unsafe content as close to content creation time as possible.
  • Content activation — Distribute fresh creator content and surface engagement metrics to creators so they can refine their content with minimal feedback delay.
  • Shopping — Deliver a trustworthy shopping product experience by updating product metadata in near real time.
  • Experimentation — Accurately deliver metrics to engineers for faster experiment setup, verification, and evaluation.

Streaming Data Architecture

Figure 1: the setup of streaming data infrastructure at Pinterest

  1. Singer, a highly performant logging agent, uploads log messages from serving hosts to Kafka. Singer supports multiple log formats and guarantees at-least-once delivery for log messages.
  2. Merced, a variance of Secor, moves data from Kafka to S3. Merced guarantees exactly-once message persistence from Kafka to S3.
  3. Most of our Flink applications consume from Kafka and output to Kafka, Druid, or RocksStore based on different use cases.

Although all our use cases consume data from Kafka, accessing Kafka alone cannot satisfy all user requirements:

  1. Some use cases need to access historical data; however, data in Kafka has a short retention from three days to less than eight hours.
  2. We require all use cases to go through load testing before going into production. Simulating load by rewinding Kafka doesn’t scale.
  3. Replaying historical data via Kafka is one option, but that comes with added operational costs and a 20x increase in infrastructure costs.

Thanks to Merced, we have historical data in hand. Hence, we are able to provide a single API that concatenates historical data with real time data — the concept of an unlimited log. Users are able to seek any offset or timestamp without worrying about which storage system holds the data.

This design brings several benefits:

  1. The encoding and schema of a topic are the same in Merced (aka bounded stream) and Kafka (aka unbounded stream). No extra effort is needed to convert them into a consistent view.
  2. Merced stores the data on S3 and keeps the original event ordering and partitions with a small fraction of infra cost. Replaying data through Merced acts just like reading original data from Kafka.

Features in Unified Source

One API for Both Realtime and Historical Data

Here is a brief summary of the implementation:

Figure 2: Unified Source Implementation

  1. UnifiedSource extends RichParallelSourceFunction. Each SubTask runs one instance of UnifiedSource, and each instance starts both FlinkKafkaConsumer and MercedFileSource. FlinkKafkaConsumer is provided by Flink out-of-the box; MercedFileSource is able to transform Merced output to stream format.
  2. During partition scheduling, the FlinkKafkaConsumer and MercedFileSource in single SubTask are guaranteed to get data belonging to the same partition, which supports seamless transition from reading the file to Kafka.
  3. In order to get all files belonging to the same partition, MercedSource listened to a Kafka topic that was published by Merced Notification system. This way, we are able to handle late arriving events.
  4. Merced outputs are hourly partitioned, and the file naming encodes the Kafka creation time and partition. Therefore, MercedFileSource is able to read files and recreate the same event ordering and partitioning.
  5. UnifiedSource follows Flink best practices to generate watermarks from Kafka. The API forces users to provide a timestamp extractor, which is used by KafkaSource to generate watermarks from source. In this way, we standardize watermark generation across Flink applications. Similarly, MercedFileSource combines watermark updates of multiple partitions into one single watermark stream.
  6. Merced observes late arriving events in Kafka and writes back to previous data partitions that have already been consumed by UnifiedSource.
  7. Sometimes event time skew across multiple Merced partitions leads to an ever-growing watermark gap, thus leading to downstream checkpointing pressure. We implemented watermark synchronization across subtasks using GlobalAggregateManager to keep watermarks within a global range.

Traffic Control & Sources Synchronization

Unlike processing unbounded streams, processing and reprocessing historical data require extra features like traffic control and source synchronization to achieve stable operation.

Here is a simplified use case to explain this problem:

A product team wants to gain insights in near real time into how audiences on platforms view Pins posted within the last seven days. So the product team built a Flink job with XenonUnifiedSource to pull both published picture Kafka logs as well as views of Kafka logs. In order for the Flink job to post meaningful information, we use a unified source to pull the last seven days of published Pins in sequence.

There are two issues using filesource or Kafka source here:

Views topic is much larger than published Pins so it consumes a lot of bandwidth and slows down backfilling of published Pins. Because the pipelines were written in event time fashion, this led to a slowed down progression of low watermark in the inner join operator. Over time, more and more events were buffered in the inner join waiting to get cleared up. This causes backpressure and checkpointing failures.

In response to traffic control issues, we developed rate limiting per topic level. Views of Pins were throttled at a lower ratio and made room for published picture topics to progress quickly.

Views topics should “wait” until the entire seven days of published Pins is complete. Otherwise, a low match ratio is almost certain. In Flink terminology, watermark from published Pins should progress to “current” (the time job is launched) before views of picture topic watermark progress beyond “current.”

In response to synchronization issues, we developed allreduce-based watermark synchronization implementation and periodically update the ratelimiter threshold of each topic. The view of the picture source ratelimiter is only granted a quota to pull the Kafka topic when watermarks from all subtasks reach “current.”

Building Reliable Flink Applications Using UnifiedSource

The benefits of UnifiedSource are not limited to easy access of realtime and historical data. It provides other benefits as well:

  1. UnifiedSource provides out-of-the-box features such as deserializer, watermark generation, traffic control, and corrupted message metrics. This allows Flink developers to focus on business logic implementation.
  2. Users are now able to generate deterministic results by loading fixed datasets and verify correctness against code changes or framework upgrades.
  3. At Pinterest, critical Flink jobs are required to go through load testing before moving to production. Simulating traffic load through UnifiedSource is more scalable and cost effective than rewinding Kafka offsets.

(simulating large load through UnifiedSource)

watermark change when transferring from file to Kafka

We’re hiring

We are always evolving our streaming processing platform, and there are interesting challenges and opportunities ahead. If you’re interested in tackling big data challenges with us, join us!

Acknowledgments

Thanks to Hannah Chen and Ang Zhang for reviewing. Thanks to Divye Kapoor and Karthik Anantha Padmanabhan for integration in the Near Real-Time Galaxy framework. Thanks for our client teams, Ads Measurement, Core Product Indexing, Content Quality for early adoption and feedback. Thanks to the whole Stream Processing Platform Team for supporting.

Pinterest
Pinterest's profile on StackShare is not actively maintained, so the information here may be out of date.
Tools mentioned in article
Open jobs at Pinterest
Backend Engineer, Core & Monetization
San Francisco, CA, US; , CA, US
<div class="content-intro"><p><strong>About Pinterest</strong><span style="font-weight: 400;">:&nbsp;&nbsp;</span></p> <p>Millions of people across the world come to Pinterest to find new ideas every day. It’s where they get inspiration, dream about new possibilities and plan for what matters most. Our mission is to help those people find their inspiration and create a life they love.&nbsp;In your role, you’ll be challenged to take on work that upholds this mission and pushes Pinterest forward. You’ll grow as a person and leader in your field, all the while helping&nbsp;Pinners&nbsp;make their lives better in the positive corner of the internet.</p> <p><em>Our new progressive work model is called PinFlex, a term that’s uniquely Pinterest to describe our flexible approach to living and working. Visit our </em><a href="https://www.pinterestcareers.com/pinflex/" target="_blank"><em><u>PinFlex</u></em></a><em> landing page to learn more.&nbsp;</em></p></div><p><span style="font-weight: 400;">We are looking for inquisitive, well-rounded Backend engineers to join our Core and Monetization engineering teams. Working closely with product managers, designers, and backend engineers, you’ll play an important role in enabling the newest technologies and experiences. You will build robust frameworks &amp; features. You will empower both developers and Pinners alike. You’ll have the opportunity to find creative solutions to thought-provoking problems. Even better, because we covet the kind of courageous thinking that’s required in order for big bets and smart risks to pay off, you’ll be invited to create and drive new initiatives, seeing them from inception through to technical design, implementation, and release.</span></p> <p><strong>What you’ll do:</strong></p> <ul> <li style="font-weight: 400;"><span style="font-weight: 400;">Build out the backend for Pinner-facing features to power the future of inspiration on Pinterest</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Contribute to and lead each step of the product development process, from ideation to implementation to release; from rapidly prototyping, running A/B tests, to architecting and building solutions that can scale to support millions of users</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Partner with design, product, and backend teams to build end-to-end functionality</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Put on your Pinner hat to suggest new product ideas and features</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Employ automated testing to build features with a high degree of technical quality, taking responsibility for the components and features you develop</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Grow as an engineer by working with world-class peers on varied and high impact projects</span></li> </ul> <p><strong>What we’re looking for:</strong></p> <ul> <li style="font-weight: 400;"><span style="font-weight: 400;">2+ years of industry backend development experience, building consumer or business facing products</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Proficiency in common backend tech stacks for RESTful API, storage, caching and data processing</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Experience in following best practices in writing reliable and maintainable code that may be used by many other engineers</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Ability to keep up-to-date with new technologies to understand what should be incorporated</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Strong collaboration and communication skills</span></li> </ul> <p><strong>Backend Core Engineering teams:</strong></p> <ul> <li><span style="font-weight: 400;">Community Engagement</span></li> <li><span style="font-weight: 400;">Content Acquisition &amp; Media Platform</span></li> <li><span style="font-weight: 400;">Core Product Indexing Infrastructure</span></li> <li><span style="font-weight: 400;">Shopping Catalog&nbsp;</span></li> <li><span style="font-weight: 400;">Trust &amp; Safety Platform</span></li> <li><span style="font-weight: 400;">Trust &amp; Safety Signals</span></li> <li><span style="font-weight: 400;">User Understanding</span></li> </ul> <p><strong>Backend Monetization Engineering teams:&nbsp;</strong></p> <ul> <li><span style="font-weight: 400;">Ads API Platform</span></li> <li><span style="font-weight: 400;">Ads Indexing Platform</span></li> <li><span style="font-weight: 400;">Ads Reporting Infrastructure</span></li> <li><span style="font-weight: 400;">Ads Retrieval Infra</span></li> <li><span style="font-weight: 400;">Ads Serving and ML Infra</span></li> <li><span style="font-weight: 400;">Measurement Ingestion</span></li> <li><span style="font-weight: 400;">Merchant Infra&nbsp;</span></li> </ul> <p>&nbsp;</p> <p><span style="font-weight: 400;">At Pinterest we believe the workplace should be equitable, inclusive, and inspiring for every employee. In an effort to provide greater transparency, we are sharing the base salary range for this position. This position will pay a base salary of $145,700 to $258,700. The position is also eligible for equity. Final salary is based on a number of factors including location, travel, relevant prior experience, or particular skills and expertise.</span></p> <p><span style="font-weight: 400;">Information regarding the culture at Pinterest and benefits available for this position can be found at <a href="https://www.pinterestcareers.com/pinterest-life/">https://www.pinterestcareers.com/pinterest-life/</a>.</span></p> <p><span style="font-weight: 400;">This position is not eligible for relocation assistance.</span></p> <p>#LI-CL5&nbsp;</p> <p>#LI-REMOTE</p> <p>&nbsp;</p><div class="content-conclusion"><p><strong>Our Commitment to Diversity:</strong></p> <p>At Pinterest, our mission is to bring everyone the inspiration to create a life they love—and that includes our employees. We’re taking on the most exciting challenges of our working lives, and we succeed with a team that represents an inclusive and diverse set of identities and backgrounds.</p></div>
Engineering Manager, Advertiser Autom...
San Francisco, CA, US; , CA, US
<div class="content-intro"><p><strong>About Pinterest</strong><span style="font-weight: 400;">:&nbsp;&nbsp;</span></p> <p>Millions of people across the world come to Pinterest to find new ideas every day. It’s where they get inspiration, dream about new possibilities and plan for what matters most. Our mission is to help those people find their inspiration and create a life they love.&nbsp;In your role, you’ll be challenged to take on work that upholds this mission and pushes Pinterest forward. You’ll grow as a person and leader in your field, all the while helping&nbsp;Pinners&nbsp;make their lives better in the positive corner of the internet.</p> <p><em>Our new progressive work model is called PinFlex, a term that’s uniquely Pinterest to describe our flexible approach to living and working. Visit our </em><a href="https://www.pinterestcareers.com/pinflex/" target="_blank"><em><u>PinFlex</u></em></a><em> landing page to learn more.&nbsp;</em></p></div><p><span style="font-weight: 400;">As the Engineering Manager of the Advertiser Automation team, you’ll be leading a large team that’s responsible for key systems that are instrumental to the performance of ad campaigns, tying machine learning models and other automation techniques to campaign creation and management. The ideal candidate should have experience leading teams that work across the web technology stack, be driven about partnering with Product and other cross-functional leaders to create a compelling vision and roadmap for the team, and be passionate about helping each member of their team grow.</span></p> <p><strong>What you’ll do:</strong></p> <ul> <li style="font-weight: 400;"><span style="font-weight: 400;">Managing a team of full-stack engineers</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Work closely with Product and Design on planning roadmap, setting technical direction and delivering value</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Coordinate closely with XFN partners on multiple partner teams that the team interfaces with</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Lead a team that’s responsible for key systems that utilize machine learning models to help advertisers create more performant campaigns on Pinterest</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Partner with Product Management to provide a compelling vision and roadmap for the team.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Work with PM and tech leads to estimate scope of work, define release schedules, and track progress.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Mentor and develop engineers at various levels of seniority.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Keep the team accountable for hitting business goals and driving meaningful impact</span></li> </ul> <p><strong>What we’re looking for:</strong></p> <ul> <li style="font-weight: 400;"><em><span style="font-weight: 400;">Our PinFlex future of work philosophy requires this role to visit a Pinterest office for collaboration approximately 1x per quarter. For employees not located within a commutable distance from this in-office touchpoint, Pinterest will cover T&amp;E. Learn more about PinFlex <a href="https://www.pinterestcareers.com/pinflex/" target="_blank">here</a>.</span></em></li> <li style="font-weight: 400;"><span style="font-weight: 400;">1+ years of experience as an engineering manager (perf cycles, managing up/out, 10 ppl)</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">5+ years of software engineering experience as a hands on engineer</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Experience leading a team of engineers through a significant feature or product launch in collaboration with Product and Design</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Track record of developing high quality software in an automated build and deployment environment</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Experience working with both frontend and backend technologies</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Well versed in agile development methodologies</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Ability to operate in a fast changing environment / comfortable with ambiguity</span></li> </ul> <p>&nbsp;</p> <p><span style="font-weight: 400;">At Pinterest we believe the workplace should be equitable, inclusive, and inspiring for every employee. In an effort to provide greater transparency, we are sharing the base salary range for this position. This position will pay a base salary of $172,500 to $258,700. The position is also eligible for equity and incentive compensation. Final salary is based on a number of factors including location, travel, relevant prior experience, or particular skills and expertise.</span></p> <p><span style="font-weight: 400;">Information regarding the culture at Pinterest and benefits available for this position can be found at </span><a href="https://www.pinterestcareers.com/pinterest-life/"><span style="font-weight: 400;">https://www.pinterestcareers.com/pinterest-life/</span></a><span style="font-weight: 400;">.</span></p> <p>#LI-REMOTE</p> <p>#LI-NB1</p><div class="content-conclusion"><p><strong>Our Commitment to Diversity:</strong></p> <p>At Pinterest, our mission is to bring everyone the inspiration to create a life they love—and that includes our employees. We’re taking on the most exciting challenges of our working lives, and we succeed with a team that represents an inclusive and diverse set of identities and backgrounds.</p></div>
Engineering Manager, Conversion Data
Seattle, WA, US; , WA, US
<div class="content-intro"><p><strong>About Pinterest</strong><span style="font-weight: 400;">:&nbsp;&nbsp;</span></p> <p>Millions of people across the world come to Pinterest to find new ideas every day. It’s where they get inspiration, dream about new possibilities and plan for what matters most. Our mission is to help those people find their inspiration and create a life they love.&nbsp;In your role, you’ll be challenged to take on work that upholds this mission and pushes Pinterest forward. You’ll grow as a person and leader in your field, all the while helping&nbsp;Pinners&nbsp;make their lives better in the positive corner of the internet.</p> <p><em>Our new progressive work model is called PinFlex, a term that’s uniquely Pinterest to describe our flexible approach to living and working. Visit our </em><a href="https://www.pinterestcareers.com/pinflex/" target="_blank"><em><u>PinFlex</u></em></a><em> landing page to learn more.&nbsp;</em></p></div><p><span style="font-weight: 400;">Pinterest is one of the fastest growing online advertising platforms, and our continued success depends on our ability to enable advertisers to understand the value and return on their advertising investments. Conversion Data, a team within the Measurement org, is a Seattle engineering product team. </span><span style="font-weight: 400;">The Conversion Data team is functioning as custodian of conversion data inside Pinterest. We build tools to make conversion data accessible and usable for consumers with valid business justifications. We are aiming to have conversion data consumed in a privacy-safe and secured way. By providing toolings and support, we reduce friction for consumers to stay compliant with upcoming privacy headwinds.&nbsp;</span></p> <p><strong>What you’ll do</strong></p> <ul> <li style="font-weight: 400;"><span style="font-weight: 400;">Manager for the Conversion Data team (5 FTE ICs and 3 contractors) which sits within the Measurement Data Foundations organization in Seattle.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Help to reinvent how conversion data can be utilized for downstream teams in the world while maintaining a high bar for Pinner privacy.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Work closely with cross functional partners in Seattle as measurement is a cross-company cutting initiative.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Drive both short term execution and long term engineering strategy for Pinterest’s conversion data products.</span></li> </ul> <p><strong>What we’re looking for:</strong></p> <ul> <li style="font-weight: 400;"><span style="font-weight: 400;">Experience managing product development teams, including working closely with PM and Product Design to identify, shape and grow successful products</span></li> <li style="font-weight: 400;">The ideal candidate will have experience with processing high volumes of data at a scale.</li> <li style="font-weight: 400;">Grit, desire to work in a team, for the betterment of all - correlates to the Pinterest value of “acts like an owner”</li> <li style="font-weight: 400;">2+ years EM experience</li> </ul> <p><span style="font-weight: 400;">At Pinterest we believe the workplace should be equitable, inclusive, and inspiring for every employee. In an effort to provide greater transparency, we are sharing the base salary range for this position. This position will pay a base salary of $172,500 to $258,700. The position is also eligible for equity and incentive compensation. Final salary is based on a number of factors including location, travel, relevant prior experience, or particular skills and expertise.</span></p> <p><span style="font-weight: 400;">Information regarding the culture at Pinterest and benefits available for this position can be found at </span><a href="https://www.pinterestcareers.com/pinterest-life/"><span style="font-weight: 400;">https://www.pinterestcareers.com/pinterest-life/</span></a><span style="font-weight: 400;">.</span></p> <p>#LI-REMOTE</p> <p>#LI-NB1</p><div class="content-conclusion"><p><strong>Our Commitment to Diversity:</strong></p> <p>At Pinterest, our mission is to bring everyone the inspiration to create a life they love—and that includes our employees. We’re taking on the most exciting challenges of our working lives, and we succeed with a team that represents an inclusive and diverse set of identities and backgrounds.</p></div>
UX Engineer
Warsaw, POL
<div class="content-intro"><p><strong>About Pinterest</strong><span style="font-weight: 400;">:&nbsp;&nbsp;</span></p> <p>Millions of people across the world come to Pinterest to find new ideas every day. It’s where they get inspiration, dream about new possibilities and plan for what matters most. Our mission is to help those people find their inspiration and create a life they love.&nbsp;In your role, you’ll be challenged to take on work that upholds this mission and pushes Pinterest forward. You’ll grow as a person and leader in your field, all the while helping&nbsp;Pinners&nbsp;make their lives better in the positive corner of the internet.</p> <p><em>Our new progressive work model is called PinFlex, a term that’s uniquely Pinterest to describe our flexible approach to living and working. Visit our </em><a href="https://www.pinterestcareers.com/pinflex/" target="_blank"><em><u>PinFlex</u></em></a><em> landing page to learn more.&nbsp;</em></p></div><p><strong>What you’ll do:</strong></p> <ul> <li style="font-weight: 400;"><span style="font-weight: 400;">Work directly with the Motion design team in Warsaw to help bring their dynamic work to life.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Partner with the Design system team to align motion guidelines and build out a motion library.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Help build UI components, guidelines and interactions for the open source design system.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Partner with other teams across the Pinterest product to implement motion assets and promo pages within Pinterest.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Scope and prioritize your work; serve as the technical subject matter expert to build an end to end service culture for the motion team; building its independence and raising its visibility.&nbsp;</span></li> </ul> <p><strong>What we’re looking for:</strong></p> <ul> <li style="font-weight: 400;"><span style="font-weight: 400;">3+ years of experience building on the web platform.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Strong background in current web app development practices as well as a strong familiarity with Lottie, Javascript, Typescript and Webpack.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Solid experience with HTML and CSS fundamentals, and CSS Animation.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Experience with React.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Familiarity with accessibility best practices; ideally in the context of motion and animation.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Background and familiarity with modern design processes and tools like Figma and/or Adobe After Effects; working with designers and product managers.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;">Curiosity, strong communication and collaboration skills, self-awareness, humility, a drive for personal growth, and knowledge sharing.</span></li> </ul> <p><span style="font-weight: 400;">#LI-HYBRID</span></p> <p><span style="font-weight: 400;">#LI-DL2</span></p> <p>&nbsp;</p><div class="content-conclusion"><p><strong>Our Commitment to Diversity:</strong></p> <p>At Pinterest, our mission is to bring everyone the inspiration to create a life they love—and that includes our employees. We’re taking on the most exciting challenges of our working lives, and we succeed with a team that represents an inclusive and diverse set of identities and backgrounds.</p></div>
You may also like