Click Below to Get the Code

Browse, clone, and build from real-world templates powered by Harper.
Case Study
GitHub Logo

E-Commerce Holiday Showdown

Learn how a Fortune 100 retailer accelerated their website's performance to outrank Amazon.com product pages on Google.
Digital Commerce
Case Study
Digital Commerce

E-Commerce Holiday Showdown

Harper
at Harper
March 18, 2025
Harper
at Harper
March 18, 2025
Harper
at Harper
March 18, 2025
March 18, 2025
Learn how a Fortune 100 retailer accelerated their website's performance to outrank Amazon.com product pages on Google.
Harper

Challenge

Preparing for the upcoming 2023 holiday season, a Fortune 100 retailer was aiming to have their product pages outrank Amazon for the top spots on Google Search. With all other optimizations in place, the remaining challenge was improving page load times. Having reached limitations with their primary CDN, the solution needed to augment their existing technology stack with minimal lift or disruption. Due to the retailer's extensive product catalog, over 40% of page lookups resulted in a CDN cache miss. Based on the retailer's estimates, accelerating the remaining 40% of product pages could increase revenue by as much as $100 million over the year. 

This case study examines how this major retailer implemented a Harper cache to secure the winning position for its product pages. 


Highlighted Performance Metrics

Solution

In August 2023, Akamai approached Harper to help accelerate page load times for one of their largest retail customers. The metric to focus on was the average time to LCP (Largest Contentful Paint), which required low-latency delivery of hero image metadata that allowed those images to preload, speeding up LCP. Akamai CDN already delivered these image hints for approximately 58% of product page loads. However, the remaining 42% of page loads were not accelerated due to the limitations of the existing shared CDN infrastructure.

Delivering image hint metadata for the outstanding 42% of page requests required holding tens of millions of keys in a long-tail cache so that even the most infrequently visited pages would perform well when search engine crawlers came upon them.  

Harper was the ideal technology to meet this need, given its built-in application engine, in-memory caching capabilities, and ease of distribution. Ultimately, the retail team utilized Harper as a secondary layer behind Akamai's Ion CDN, which was already delivering a lightning-fast response for most requests. 

Harper Cache Diagram



Results

In September 2023, the solution was deployed to eight Akamai Connected Cloud locations across North America. Within days, the Harper cache layer held over 85 million keys in-memory while delivering a P50 lookup time of 0.36 ms (millisecond) and a P95 of 1.3 ms. Most importantly, the retailer saw a 50ms average improvement in time to LCP, representing a notable leap for their already impressive infrastructure.

Further, the retailer saw a 30% decrease in origin requests, with Harper accelerating over 550 million page loads during the holiday season. This helped increase revenue while reducing origin server load even during the busiest time of year. 

What’s Next

Impressed by the rapid time to value and high performance delivered by Harper, the retailer is already implementing broader use cases of Harper to help streamline their systems, reduce costs, and improve performance.

Akamai and Harper, Better Together

Harper’s distributed systems platform works seamlessly with Akamai’s Security and CDN products. This integration allows Akamai customers to enjoy managed services for even the most complex requirements. Combining Harper’s unified architecture strategy and Akamai’s value-oriented infrastructure ensures that managed services are cost-efficient, highly performant, and exceptionally resilient. Contact us to learn more about Harpers Commerce Optimization Suite of proven solutions.

Challenge

Preparing for the upcoming 2023 holiday season, a Fortune 100 retailer was aiming to have their product pages outrank Amazon for the top spots on Google Search. With all other optimizations in place, the remaining challenge was improving page load times. Having reached limitations with their primary CDN, the solution needed to augment their existing technology stack with minimal lift or disruption. Due to the retailer's extensive product catalog, over 40% of page lookups resulted in a CDN cache miss. Based on the retailer's estimates, accelerating the remaining 40% of product pages could increase revenue by as much as $100 million over the year. 

This case study examines how this major retailer implemented a Harper cache to secure the winning position for its product pages. 


Highlighted Performance Metrics

Solution

In August 2023, Akamai approached Harper to help accelerate page load times for one of their largest retail customers. The metric to focus on was the average time to LCP (Largest Contentful Paint), which required low-latency delivery of hero image metadata that allowed those images to preload, speeding up LCP. Akamai CDN already delivered these image hints for approximately 58% of product page loads. However, the remaining 42% of page loads were not accelerated due to the limitations of the existing shared CDN infrastructure.

Delivering image hint metadata for the outstanding 42% of page requests required holding tens of millions of keys in a long-tail cache so that even the most infrequently visited pages would perform well when search engine crawlers came upon them.  

Harper was the ideal technology to meet this need, given its built-in application engine, in-memory caching capabilities, and ease of distribution. Ultimately, the retail team utilized Harper as a secondary layer behind Akamai's Ion CDN, which was already delivering a lightning-fast response for most requests. 

Harper Cache Diagram



Results

In September 2023, the solution was deployed to eight Akamai Connected Cloud locations across North America. Within days, the Harper cache layer held over 85 million keys in-memory while delivering a P50 lookup time of 0.36 ms (millisecond) and a P95 of 1.3 ms. Most importantly, the retailer saw a 50ms average improvement in time to LCP, representing a notable leap for their already impressive infrastructure.

Further, the retailer saw a 30% decrease in origin requests, with Harper accelerating over 550 million page loads during the holiday season. This helped increase revenue while reducing origin server load even during the busiest time of year. 

What’s Next

Impressed by the rapid time to value and high performance delivered by Harper, the retailer is already implementing broader use cases of Harper to help streamline their systems, reduce costs, and improve performance.

Akamai and Harper, Better Together

Harper’s distributed systems platform works seamlessly with Akamai’s Security and CDN products. This integration allows Akamai customers to enjoy managed services for even the most complex requirements. Combining Harper’s unified architecture strategy and Akamai’s value-oriented infrastructure ensures that managed services are cost-efficient, highly performant, and exceptionally resilient. Contact us to learn more about Harpers Commerce Optimization Suite of proven solutions.

Learn how a Fortune 100 retailer accelerated their website's performance to outrank Amazon.com product pages on Google.

Download

White arrow pointing right
Learn how a Fortune 100 retailer accelerated their website's performance to outrank Amazon.com product pages on Google.

Download

White arrow pointing right
Learn how a Fortune 100 retailer accelerated their website's performance to outrank Amazon.com product pages on Google.

Download

White arrow pointing right

Explore Recent Resources

Blog
GitHub Logo

How a Shopify Custom Tie Shop Exposes a Common Flaw in Agent Architecture

Explore how a Shopify-based custom tie shop reveals a critical flaw in one LLM agent design strategy, and why context-first architectures with unified runtimes deliver faster, more accurate, and scalable customer support automation.
Blog
Explore how a Shopify-based custom tie shop reveals a critical flaw in one LLM agent design strategy, and why context-first architectures with unified runtimes deliver faster, more accurate, and scalable customer support automation.
Person with short dark hair and moustache, wearing a colorful plaid shirt, smiling outdoors in a forested mountain landscape.
Aleks Haugom
Senior Manager of GTM & Marketing
Blog

How a Shopify Custom Tie Shop Exposes a Common Flaw in Agent Architecture

Explore how a Shopify-based custom tie shop reveals a critical flaw in one LLM agent design strategy, and why context-first architectures with unified runtimes deliver faster, more accurate, and scalable customer support automation.
Aleks Haugom
Apr 2026
Blog

How a Shopify Custom Tie Shop Exposes a Common Flaw in Agent Architecture

Explore how a Shopify-based custom tie shop reveals a critical flaw in one LLM agent design strategy, and why context-first architectures with unified runtimes deliver faster, more accurate, and scalable customer support automation.
Aleks Haugom
Blog

How a Shopify Custom Tie Shop Exposes a Common Flaw in Agent Architecture

Explore how a Shopify-based custom tie shop reveals a critical flaw in one LLM agent design strategy, and why context-first architectures with unified runtimes deliver faster, more accurate, and scalable customer support automation.
Aleks Haugom
Blog
GitHub Logo

Nobody Wants to Pick a Data Center (And They Shouldn't Have To)

Harper Fabric simplifies cloud deployment by eliminating the need to choose data centers, automating infrastructure, scaling, and global distribution. Built for Harper’s unified runtime, it enables developers to deploy high-performance, distributed applications quickly without managing complex cloud configurations or infrastructure overhead.
Blog
Harper Fabric simplifies cloud deployment by eliminating the need to choose data centers, automating infrastructure, scaling, and global distribution. Built for Harper’s unified runtime, it enables developers to deploy high-performance, distributed applications quickly without managing complex cloud configurations or infrastructure overhead.
Headshot of a smiling woman with shoulder-length dark hair wearing a black sweater with white stripes and a gold pendant necklace, standing outdoors with blurred trees and mountains in the background.
Bari Jay
Senior Director of Product Management
Blog

Nobody Wants to Pick a Data Center (And They Shouldn't Have To)

Harper Fabric simplifies cloud deployment by eliminating the need to choose data centers, automating infrastructure, scaling, and global distribution. Built for Harper’s unified runtime, it enables developers to deploy high-performance, distributed applications quickly without managing complex cloud configurations or infrastructure overhead.
Bari Jay
Apr 2026
Blog

Nobody Wants to Pick a Data Center (And They Shouldn't Have To)

Harper Fabric simplifies cloud deployment by eliminating the need to choose data centers, automating infrastructure, scaling, and global distribution. Built for Harper’s unified runtime, it enables developers to deploy high-performance, distributed applications quickly without managing complex cloud configurations or infrastructure overhead.
Bari Jay
Blog

Nobody Wants to Pick a Data Center (And They Shouldn't Have To)

Harper Fabric simplifies cloud deployment by eliminating the need to choose data centers, automating infrastructure, scaling, and global distribution. Built for Harper’s unified runtime, it enables developers to deploy high-performance, distributed applications quickly without managing complex cloud configurations or infrastructure overhead.
Bari Jay
Blog
GitHub Logo

New RocksDB Binding for Node.js

rocksdb-js is a modern Node.js binding for RocksDB, offering full transaction support, lazy range queries, and a TypeScript API. Built for performance and scalability, it enables reliable write-heavy workloads, real-time replication, and high-concurrency applications in Harper 5.0 and beyond.
Blog
rocksdb-js is a modern Node.js binding for RocksDB, offering full transaction support, lazy range queries, and a TypeScript API. Built for performance and scalability, it enables reliable write-heavy workloads, real-time replication, and high-concurrency applications in Harper 5.0 and beyond.
Person with short hair and rectangular glasses wearing a plaid shirt over a dark T‑shirt, smiling broadly with a blurred outdoor background of trees and hills.
Chris Barber
Staff Software Engineer
Blog

New RocksDB Binding for Node.js

rocksdb-js is a modern Node.js binding for RocksDB, offering full transaction support, lazy range queries, and a TypeScript API. Built for performance and scalability, it enables reliable write-heavy workloads, real-time replication, and high-concurrency applications in Harper 5.0 and beyond.
Chris Barber
Apr 2026
Blog

New RocksDB Binding for Node.js

rocksdb-js is a modern Node.js binding for RocksDB, offering full transaction support, lazy range queries, and a TypeScript API. Built for performance and scalability, it enables reliable write-heavy workloads, real-time replication, and high-concurrency applications in Harper 5.0 and beyond.
Chris Barber
Blog

New RocksDB Binding for Node.js

rocksdb-js is a modern Node.js binding for RocksDB, offering full transaction support, lazy range queries, and a TypeScript API. Built for performance and scalability, it enables reliable write-heavy workloads, real-time replication, and high-concurrency applications in Harper 5.0 and beyond.
Chris Barber
Blog
GitHub Logo

Open Sourcing Harper

Harper is now open source, with its core platform released under Apache 2.0 and enterprise features source-available. This shift builds trust, enables community contributions, and positions Harper as a unified, transparent platform for developers and AI-driven applications.
Blog
Harper is now open source, with its core platform released under Apache 2.0 and enterprise features source-available. This shift builds trust, enables community contributions, and positions Harper as a unified, transparent platform for developers and AI-driven applications.
Person with shoulder‑length curly brown hair and light beard wearing a gray long‑sleeve shirt, smiling outdoors with trees and greenery in the background.
Ethan Arrowood
Senior Software Engineer
Blog

Open Sourcing Harper

Harper is now open source, with its core platform released under Apache 2.0 and enterprise features source-available. This shift builds trust, enables community contributions, and positions Harper as a unified, transparent platform for developers and AI-driven applications.
Ethan Arrowood
Apr 2026
Blog

Open Sourcing Harper

Harper is now open source, with its core platform released under Apache 2.0 and enterprise features source-available. This shift builds trust, enables community contributions, and positions Harper as a unified, transparent platform for developers and AI-driven applications.
Ethan Arrowood
Blog

Open Sourcing Harper

Harper is now open source, with its core platform released under Apache 2.0 and enterprise features source-available. This shift builds trust, enables community contributions, and positions Harper as a unified, transparent platform for developers and AI-driven applications.
Ethan Arrowood
Blog
GitHub Logo

The Resource API in Harper v5: HTTP Done Right

Harper v5's Resource API maps JavaScript class methods directly to HTTP verbs, eliminating routing and translation layers. Tables extend the same Resource class, unifying HTTP handling and data access into one interface. Key v5 additions include pre-parsed RequestTarget objects, Response-aware source caching with stale-while-revalidate support, and async context tracking via getContext().
Product Update
Blog
Harper v5's Resource API maps JavaScript class methods directly to HTTP verbs, eliminating routing and translation layers. Tables extend the same Resource class, unifying HTTP handling and data access into one interface. Key v5 additions include pre-parsed RequestTarget objects, Response-aware source caching with stale-while-revalidate support, and async context tracking via getContext().
Person with very short blonde hair wearing a light gray button‑up shirt, standing with arms crossed and smiling outdoors with foliage behind.
Kris Zyp
SVP of Engineering
Blog

The Resource API in Harper v5: HTTP Done Right

Harper v5's Resource API maps JavaScript class methods directly to HTTP verbs, eliminating routing and translation layers. Tables extend the same Resource class, unifying HTTP handling and data access into one interface. Key v5 additions include pre-parsed RequestTarget objects, Response-aware source caching with stale-while-revalidate support, and async context tracking via getContext().
Kris Zyp
Apr 2026
Blog

The Resource API in Harper v5: HTTP Done Right

Harper v5's Resource API maps JavaScript class methods directly to HTTP verbs, eliminating routing and translation layers. Tables extend the same Resource class, unifying HTTP handling and data access into one interface. Key v5 additions include pre-parsed RequestTarget objects, Response-aware source caching with stale-while-revalidate support, and async context tracking via getContext().
Kris Zyp
Blog

The Resource API in Harper v5: HTTP Done Right

Harper v5's Resource API maps JavaScript class methods directly to HTTP verbs, eliminating routing and translation layers. Tables extend the same Resource class, unifying HTTP handling and data access into one interface. Key v5 additions include pre-parsed RequestTarget objects, Response-aware source caching with stale-while-revalidate support, and async context tracking via getContext().
Kris Zyp
News
GitHub Logo

Harper 5.0 Is Here: Open Source, RocksDB, and a Runtime Built for the Agentic Era

Harper 5.0 launches with a fully open-source core under Apache 2.0, RocksDB as a native storage engine alongside LMDB, and source-available Harper Pro. This release delivers a unified runtime purpose-built for agentic engineering, from prototype to production.
Product Update
News
Harper 5.0 launches with a fully open-source core under Apache 2.0, RocksDB as a native storage engine alongside LMDB, and source-available Harper Pro. This release delivers a unified runtime purpose-built for agentic engineering, from prototype to production.
Person with short dark hair and moustache, wearing a colorful plaid shirt, smiling outdoors in a forested mountain landscape.
Aleks Haugom
Senior Manager of GTM & Marketing
News

Harper 5.0 Is Here: Open Source, RocksDB, and a Runtime Built for the Agentic Era

Harper 5.0 launches with a fully open-source core under Apache 2.0, RocksDB as a native storage engine alongside LMDB, and source-available Harper Pro. This release delivers a unified runtime purpose-built for agentic engineering, from prototype to production.
Aleks Haugom
Apr 2026
News

Harper 5.0 Is Here: Open Source, RocksDB, and a Runtime Built for the Agentic Era

Harper 5.0 launches with a fully open-source core under Apache 2.0, RocksDB as a native storage engine alongside LMDB, and source-available Harper Pro. This release delivers a unified runtime purpose-built for agentic engineering, from prototype to production.
Aleks Haugom
News

Harper 5.0 Is Here: Open Source, RocksDB, and a Runtime Built for the Agentic Era

Harper 5.0 launches with a fully open-source core under Apache 2.0, RocksDB as a native storage engine alongside LMDB, and source-available Harper Pro. This release delivers a unified runtime purpose-built for agentic engineering, from prototype to production.
Aleks Haugom