Insights
Filter by
Insights
Case Studies
Demos
Ebooks
Newsletters
Solution Briefs
Videos
White Papers
All topics
Advanced Manufacturing
Big Data
Cloud and DevOps
Data Science & AI
Computer vision
Customer intelligence and personalization
Data engineering
Generative AI
Natural language processing
Risk management
Supply chain and pricing
Digital Transformation
Global team
Media and News
Omnichannel Commerce
Analytics and Intelligence
Strategy
Systems and Services
User Interfaces
Quality Assurance
Search
AI for Search
Open Source Search Platforms
Visual Search
Supply Chain
UI and Mobile
Digital Transformation

Breaking down legacy barriers: A deep dive into insurance modernization

From traditional to trailblazing: Generative AI’s impact on fintech software development

MVP strategy in insurance system transformation: Expert insights for a customer-first future

Fulfilling German supply chain due diligence act obligations

Supercharge your composable business ecosystem with a customer support starter kit

How cloud-based automotive experience engineering ensures integrated ecosystems for a superior ride

Generative AI for regulatory compliance in the P&C insurance industry

KPIs for pharmaceutical manufacturing operations

From chaos to control: The benefits of inventory allocation optimization

From design to delivery: The role of artificial intelligence in the automotive industry

Driving the future of automotive manufacturing with cloud-native analytics

Smart manufacturing: Navigating change management, automation, and governance in the cloud

Next best action for commercial pharma: a starter kit

Reimagining customer experience in the telecom industry with AI-powered e-commerce search

Cutting cloud costs and complexity: A 2023 strategy

Headless CMS: The CX game-changer for telecom content delivery

Transforming telecom search and CX with Google Discovery AI and Commercetools

Revolutionizing financial services: Ai and ML-driven customer 360 and personalization

Unleashing the power of headless CMS for agile and personalized B2B commerce

Streamlining the supply chain: Strategies for optimal grocery retail operations

2023 trends: Increased investments in engineering talent and culture

The real value of AI: get tangible ROI in 2023

2023 trends: Hyper-personalization in customer-facing technologies

2023 trends: Flexibility is the new norm for technology infrastructure

Photogrammetry and augmented reality on mobile: A comparison of AR solutions

2023 trends: Greater focus on speed and scale in technology investments

The nuts and bolts of designing a successful digital transformation program

Capturing the value of IoT across industries

Accelerate and improve app development with Apollo GraphQL

India: A thriving home for technology innovation

AI-powered risk prevention in the P&C insurance industry

How insurtechs are transforming the insurance industry

Into the future: Embracing the metaverse

Why you need a cloud-native analytics platform for smart manufacturing

3 strategies for maximizing the value of cloud

Composable commerce trends for luxury retailers

Insurance customer 360: Automate, personalize, accelerate and grow customer acquisitions with AI and ML

Insurance data 360: Sync your business data ecosystem, eliminate silos and see ultimate efficiency at scale

How Slack bot can accelerate the hiring process

A digital go-to-market strategy for forward-thinking manufacturers

Consumer-driven manufacturing requires a consumer-centric customer experience

How-to guide: Building a modern customer loyalty engine

Designing point based loyalty programs that work

Comprehensive guide to building loyalty programs

Open banking as a driver of digital transformation in the EU banking industry

Launch new digital services faster with distributed teams and agile co-creation delivery model

Boosting product discovery with semantic search

Smart autocomplete for Replacements.com drives revenue

Unified commerce: Making the most of a true omnichannel experience

Delivering digital transformation: Why automation and creating a high-performance engineering culture are vital to digital success

Digital transformation requires new technology partnerships and agile co-innovation

Easily move your native app to Flutter

The key to a high app rating? Low crash rates and a clean, modern UI

DevOps 2.0 is here, and it’s time to put end-to-end continuous delivery pipelines behind every project

Art.com helps customers find art they love with visual search

How to build a pricing engine for e-commerce promotions and offers

Why you need a microservices management platform and how to build it

Building an e-commerce omnichannel inventory solution with open-source

Blockchain technology in retail: loyalty programs and beyond

Top business drivers of real-time analytics and machine learning in retail

Dear Oracle ATG users, It is time to treat your ATG stack as a legacy system and move forward to the cloud, open source, and microservices

Chatbots in retail: Chatbot technology and architecture advance
Strategy

How a merchandising experience platform puts retailers in control of search, browse, and recommendations

Leveraging Apache Kafka and GraphQL to build unified integrations in a composable commerce ecosystem

Composable commerce essentials: Demystifying modern e-commerce platforms

Beyond transactions: Key composable commerce building blocks to redefine customer experience

The future of commerce is composable

Digital customer experience: Everything you need to know to boost omnichannel digital commerce

Why you need an omnichannel customer experience

Unified commerce: Making the most of a true omnichannel experience

Digital transformation requires new technology partnerships and agile co-innovation

A modern UI and mobile app redesign launches retailer into the future

Android or iOS for retail? You need both!

Blockchain technology in retail: loyalty programs and beyond

Using geofence marketing & Bluetooth beacons to improve offline sales

Why e-commerce search engines must be aware of inventory
AI for Search

How a merchandising experience platform puts retailers in control of search, browse, and recommendations

Improving product ranking in e-commerce with sparse neural search

Reimagining customer experience in the telecom industry with AI-powered e-commerce search

Driving differentiation in e-commerce marketplace search

Accelerate integration of Google Cloud retail search

Launching Google Discovery Solutions starter kit for Commercetools

Reimagining retail product discovery and customer experience

Semantic query parsing with Lucidworks Fusion: Key to understanding your search queries

Vector space retrieval model for e-commerce

Boosting product discovery with semantic search

Smart autocomplete for Replacements.com drives revenue

Tiered machine learned ranking improves relevance for the retail search

Relevant facets: How to select and promote facets with deep learning

Understanding search query intent with deep learning

Not your father’s search engine: A brief history of retail search

Semantic vector search: The new frontier in product discovery

How deep learning improves recommendations for 80% of your catalog

The next big thing in customer service, a deep learning question-answering system

When life gives you lemons: Analyzing negative reviews to improve your mobile app

Order history search: A fast and efficient approach

Smart autocomplete best practices: Improve search relevance and sales
Data Science & AI

Development Innovation Canvas

Breaking down legacy barriers: A deep dive into insurance modernization

Setting new standards for BFSI efficiency with AI-powered document processing

Probabilistic forecasting for enhanced demand prediction

AI financial advisor: Assess investment suitability with GenAI

Accelerating enterprise data migrations: A GenAI recipe

Why AI needs the right process and human intelligence to succeed

Building resilient supply chains using robust warehouse and transportation management systems

LLMOps blueprint for open-source large language models

Digital dressing rooms: How generative AI is redefining virtual try-ons

Retail demand forecasting: Use cases in Retail and Manufacturing

How generative AI is reducing drug development timelines

Transforming business process automation with retrieval-augmented generation and LLMs

LLMOps blueprint for closed-source large language models

Harnessing multi-armed bandits for optimized coupon recommendations

How generative AI elevates customer engagement in B2C manufacturing and retail

A guide to supply chain control tower use cases

Visual quality control in additive manufacturing: Building a complete pipeline

Revolutionizing product visualization with generative AI

Transform your product design processes and personalization services with generative AI

Inventory allocation optimization: A pre-built solution for Dataiku

Game asset creation with generative AI tools: A tutorial

Building a visual quality control solution in Google Cloud using Vertex AI

Optimization of order and inventory sourcing decisions in supply chains with multiple nodes, carriers, shipment options, and products

Visual quality control with AWS Lookout for Vision

Building a predictive maintenance solution using AWS AutoML and no-code tools

How explainable AI helped reduce warehouse order picking time by 1/4

Churn analytics in the technology and telecom industries using Google Vertex AI

Anomaly detection in industrial IoT data using Google Vertex AI: A reference notebook

Next best action (NBA) to augment customer engagement in commercial pharma

Designing an objective function for personalization in pharmaceutical marketing

Detecting anomalies in high-dimensional IoT data using hierarchical decomposition and one-class learning

AI & machine learning will transform the customer experience

A personal tailor application using computer vision for online clothing retailers

Recent natural language processing breakthrough in computer vision

How to identify vehicle tires using deep learning visual models

Building a workforce schedule optimization solution

Stamp session-based recommender

How to build visual traffic analytics with open source: Car tracking and license plates recognition

Anomaly detection in industrial applications: Solution design methodology

Visual search: How to find manufacturing parts in a cinch

Ship from store and save

How to build and evaluate a next best action model for customer churn prevention

Establishing advanced BI capabilities with Google Looker: A step by step tutorial

Street-to-shop: Is the future of fashion visual search?

Using augmented reality in interior & property design: how did we live without it?

Fighting with biases: How to measure diversity in streaming media

Customer churn prevention: A prescriptive solution using deep learning

A plug-and-play platform for in-app and in-game experience personalization

Finding new COVID-19 treatments with graph convolutional networks (GCN)

How to recognize coins with deep learning visual model

Virtual backgrounds: Real-time deep semantic segmentation on mobile devices

Building a question answering system for online store

A guide to interpretable forecasting models

From data lake to analytical data platform

How to use GCP and AWS big data and AI cloud services from Jupyter notebook

Industrial label recognition made easy with AutoML

Add anomaly detection to your data with Grid Dynamics starter kit

Multi-agent deep reinforcement learning for multi-echelon supply chain optimization

Unsupervised real time anomaly detection

Customer2vec: Representation learning for customer analytics and personalization

Tiered machine learned ranking improves relevance for the retail search

Relevant facets: How to select and promote facets with deep learning

Understanding search query intent with deep learning

Deep reinforcement learning for supply chain and price optimization

What is computer vision and what can it do?

How we built a conversational AI for ordering flowers over Amazon Alexa or Google Home

What computer vision services, platforms & solutions are on the market

Why you need data quality automation to make data-driven decisions with confidence

10 ways computer vision is transforming digital retail

How deep learning improves recommendations for 80% of your catalog

A visual search for dinnerware patterns with Replacements.com

Cross-channel marketing spend optimization using deep learning

Building a next best action model using reinforcement learning

Safety stock optimization for ship-from-store

A guide to dynamic pricing algorithms

Identifying screws, a practical case study for visual search

Retail price modeling for replenishable and seasonal products

Algorithmic pricing, part III: Implementation blueprint

Algorithmic pricing, part II: AI and pricing strategy

Algorithmic pricing, part I: The risks and opportunities

Art.com helps customers find art they love with visual search

Predictive analytics for promotion and price optimization

Expanding product discovery with ML-powered image similarity search

Xgboost vs Catboost vs Lightgbm: Which is best for price prediction?

Building a reverse image search engine with convolutional neural networks

How to create a serverless real-time analytics platform: A case study

Delivering actionable insights in real-time by moving from batch to stream processing: A digital media case study

How to achieve in-stream data deduplication for real-time bidding: A case study

Creating an image similarity function with TensorFlow and its application in e-commerce

Detecting and correcting e-commerce catalog misattribution with image and text classification using Google TensorFlow

How machine learning can address attribution issues in e-commerce catalogs

Visualizing insights with an analytics dashboard

Selecting, training, evaluating, and tuning the model

Creating training and test data sets and preparing the data

Constructing a data dictionary for Twitter stream sentiment analysis of social movie reviews

Understanding the structure of the data in Twitter streams for sentiment analysis applications

The basics of data science with a sentiment analysis example

Using CRISP-DM methodology for Twitter sentiment analysis
User Interfaces

The evolution of Google Web Vitals: What to expect beyond Core Web Vitals

Retail application performance optimization: Lessons from the trenches

Improve website accessibility with these 6 simple tips

How we built a conversational AI for ordering flowers over Amazon Alexa or Google Home

A low mobile app rating leaves money on the table

The next big thing in customer service, a deep learning question-answering system

A low crash rate is the key to a high mobile app rating

How to build a DIY magic mirror out of commodity hardware and augmented reality APIs

How ARKit and ARCore recognize vertical planes despite limited depth perception

Introducing augmented reality for e-commerce

Chatbots in retail: Chatbot technology and architecture advance
Visual Search

Visual search: How to find manufacturing parts in a cinch

How to recognize coins with deep learning visual model

What is computer vision and what can it do?

What computer vision services, platforms & solutions are on the market

10 ways computer vision is transforming digital retail

A visual search for dinnerware patterns with Replacements.com

Identifying screws, a practical case study for visual search

Art.com helps customers find art they love with visual search

Expanding product discovery with ML-powered image similarity search

Creating an image similarity function with TensorFlow and its application in e-commerce

Detecting and correcting e-commerce catalog misattribution with image and text classification using Google TensorFlow

How machine learning can address attribution issues in e-commerce catalogs
Big Data

LLMOps blueprint for closed-source large language models

Semantic layer: Design principles and cloud-agnostic architecture

How to enhance MLOps with ML observability features: A guide for AWS users

Modern serverless data ingestion solution on AWS

Data democratization, the Goldilocks choice and culture change

Enterprise-grade ML platform in AWS: A starter kit

Deploy Data Platform on AWS in One Day

Turn data into insights faster with Grid Dynamics analytics platform starter kit on AWS cloud

5 steps to implementing a successful DataOps practice

From data lake to analytical data platform

How to use GCP and AWS big data and AI cloud services from Jupyter notebook

Add anomaly detection to your data with Grid Dynamics starter kit

Which enterprise data warehouse performs better for your workloads?

Why you need data quality automation to make data-driven decisions with confidence

How to create a serverless real-time analytics platform: A case study

Delivering actionable insights in real-time by moving from batch to stream processing: A digital media case study

Top business drivers of real-time analytics and machine learning in retail

How to achieve in-stream data deduplication for real-time bidding: A case study

Deploying and running an in-stream process service as a “Developer sandbox”

From reference architecture to reference implementation: Detailing the DevOps aspects of in-stream processing service

In-stream processing service blueprint

Overview of in-stream processing solutions on the market

How in-stream processing works

What is in-stream processing?
Systems and Services

Modernizing SAP Commerce Cloud: The case for composable

Supercharge your composable business ecosystem with a customer support starter kit

Optimizing transactional elements of composable commerce

Augmented reality and the metaverse: A go-to-market strategy for retailers

AWS-native personal shopping assistant portal for a leading luxury department store chain

Achieving business flexibility with composable commerce

How to replatform Endeca rules to Solr

WSO2 vs GraphQL: comparison of open source API management products

Evolution of CMS and overview of modern DXP platforms

How to replatform Endeca rules to Elasticsearch

Not your father’s search engine: A brief history of retail search

Semantic vector search: The new frontier in product discovery

A visual search for dinnerware patterns with Replacements.com

Will “Database as a Service” work for retail inventory management? A case study

Smart autocomplete best practices: Improve search relevance and sales

How to build a pricing engine for e-commerce promotions and offers

How to replatform e-commerce search from Endeca to Solr

Building an e-commerce omnichannel inventory solution with open-source

How to implement multi-select faceting for nested documents in Solr

How to implement autocomplete search for large-scale e-commerce catalogs

Developing real-time applications on AWS ELB without WebSocket

Dear Oracle ATG users, It is time to treat your ATG stack as a legacy system and move forward to the cloud, open source, and microservices

A frustrating personal experience with unfaceted search
Open Source Search Platforms

Enhance customer experience with multi-language semantic search

Semantic query parsing with Lucidworks Fusion: Key to understanding search queries

How to replatform Endeca rules to Solr

How to replatform Endeca rules to Elasticsearch

Birthday search queries using Solr: A case study

How automated merchandising tools can improve online product discovery

How to replatform e-commerce search from Endeca to Solr

How to implement multi-select faceting for nested documents in Solr

How to implement autocomplete search for large-scale e-commerce catalogs

How to use Solr Suggester for autocomplete and typeahead search

How to use suffix arrays to combat common limitations of full-text search

How to sort parent documents by child attributes in Solr

Implementing autocomplete with Solr

Why e-commerce search engines must be aware of inventory

A frustrating personal experience with unfaceted search

Searching grandchildren and siblings with Solr block join

The segmented filter cache and block join query parser in Solr

How to use block join to improve search efficiency with nested documents in Solr

How to implement block join faceting in Solr/Lucene

High-performance join in Solr with BlockJoinQuery

Introduction to block join faceting in Solr

Advanced Solr/Lucene topics: High-performance nested search for e-commerce applications
Cloud and DevOps

Cloud modernization playbook: From monolith to microservices

Kubernetes use cases beyond container scheduling

IaC framework selection guideline: Practical recommendations

IaC framework selection guideline: Defining the problem

Preventing API attacks: Essential security best practices every developer should know

Navigating the break glass process in cloud operations

10 reasons to migrate from PCF and embrace cloud hyperscalers

Pull request automation: Tips to succeed

Accelerate migration from Pivotal Cloud Foundry to Google Kubernetes Engine

Cutting cloud costs and complexity: A 2023 strategy

An application of microservice architecture to data pipelines

Accelerate migration from Pivotal Cloud Foundry to Azure Kubernetes

Modernization of a customer-facing ecommerce platform

Should I move from Pivotal Cloud Foundry to Amazon Kubernetes? A critical comparison

Accelerate migration from Pivotal Cloud Foundry to AWS Kubernetes

The benefits of FaaS with AWS Lambda and Node.js

How to release components independently when you have a distributed monolith

CI/CD challenges of 2020

5 strategies to reduce cloud cost

Avoid the monolithic release process when migrating to microservices

Delivering digital transformation: Why automation and creating a high-performance engineering culture are vital to digital success

DevOps 2.0 is here, and it’s time to put end-to-end continuous delivery pipelines behind every project

Developing a modular pipeline library to improve DevOps collaboration

Why you need a microservices management platform and how to build it

More details on building cloud-portable DevOps stack with Mesos and Marathon

DevOps stack for in-stream processing service using AWS, Docker, Mesos, Marathon, Ansible and Tonomi

From reference architecture to reference implementation: Detailing the DevOps aspects of in-stream processing service
Analytics and Intelligence

A scalable, configuration-driven machine learning platform

When is deep learning overkill?

Add anomaly detection to your data with Grid Dynamics starter kit

Cross-channel marketing spend optimization using deep learning

Building a next best action model using reinforcement learning

Safety stock optimization for ship-from-store

A guide to dynamic pricing algorithms

Retail price modeling for replenishable and seasonal products

Predictive analytics for promotion and price optimization
Search

How a merchandising experience platform puts retailers in control of search, browse, and recommendations

Improving product ranking in e-commerce with sparse neural search

Reimagining customer experience in the telecom industry with AI-powered e-commerce search

Driving differentiation in e-commerce marketplace search

Accelerate integration of Google Cloud retail search

Launching Google Discovery Solutions starter kit for Commercetools

Enhance customer experience with multi-language semantic search

Visual search: How to find manufacturing parts in a cinch

Semantic query parsing with Lucidworks Fusion: Key to understanding your search queries

Semantic query parsing with Lucidworks Fusion: Key to understanding search queries

How to recognize coins with deep learning visual model

Vector space retrieval model for e-commerce

How to replatform Endeca rules to Solr

Boosting product discovery with semantic search

Smart autocomplete for Replacements.com drives revenue

Tiered machine learned ranking improves relevance for the retail search

Relevant facets: How to select and promote facets with deep learning

Understanding search query intent with deep learning

How to replatform Endeca rules to Elasticsearch

Semantic vector search: The new frontier in product discovery

What is computer vision and what can it do?

What computer vision services, platforms & solutions are on the market

10 ways computer vision is transforming digital retail

How deep learning improves recommendations for 80% of your catalog

A visual search for dinnerware patterns with Replacements.com

The next big thing in customer service, a deep learning question-answering system

When life gives you lemons: Analyzing negative reviews to improve your mobile app

Order history search: A fast and efficient approach

Birthday search queries using Solr: A case study

Smart autocomplete best practices: Improve search relevance and sales

Identifying screws, a practical case study for visual search

How automated merchandising tools can improve online product discovery

Art.com helps customers find art they love with visual search

How to replatform e-commerce search from Endeca to Solr

How to implement multi-select faceting for nested documents in Solr

Expanding product discovery with ML-powered image similarity search

How to implement autocomplete search for large-scale e-commerce catalogs

How to use Solr Suggester for autocomplete and typeahead search

Creating an image similarity function with TensorFlow and its application in e-commerce

How to use suffix arrays to combat common limitations of full-text search

Detecting and correcting e-commerce catalog misattribution with image and text classification using Google TensorFlow

How machine learning can address attribution issues in e-commerce catalogs

How to sort parent documents by child attributes in Solr

Implementing autocomplete with Solr

Why e-commerce search engines must be aware of inventory

A frustrating personal experience with unfaceted search

Searching grandchildren and siblings with Solr block join

The segmented filter cache and block join query parser in Solr

How to use block join to improve search efficiency with nested documents in Solr

How to implement block join faceting in Solr/Lucene

High-performance join in Solr with BlockJoinQuery

Introduction to block join faceting in Solr

Advanced Solr/Lucene topics: High-performance nested search for e-commerce applications
UI and Mobile

The critical importance of accessibility testing and maintenance: Envisioning the future with GenAI for industry-specific enhancements

The evolution of Google Web Vitals: What to expect beyond Core Web Vitals

A deep dive into cross-site scripting

Retail application performance optimization: Lessons from the trenches

Architecting a headless content management ecosystem

Improve website accessibility with these 6 simple tips

Migrating mobile applications using cross-platform technologies

Photogrammetry and augmented reality on mobile: A comparison of AR solutions

Webpack module federation for micro frontend implementation: Accelerating development, testing and deployment

Augmented reality: The future is now

How to optimize images for web and performance

Scalable monorepo solution with Nx

Unlock innovation with Android application modernization

Debugging accessor properties in JavaScript: Everything you should know

AR-based indoor navigation

Using D3.js with React.js: An 8-step comprehensive manual

Using Next.js image component to improve your website’s performance

iOS architecture patterns for large-scale development, part 3: UI architecture approach

iOS architecture patterns for large-scale development, part 2: Dependency management

IOS architecture patterns for large-scale development, part 1: Modular architecture

Progressive web apps: Comparison of PWA with other approaches to build mobile user experience

Evolution of CMS and overview of modern DXP platforms

A low mobile app rating leaves money on the table

A low crash rate is the key to a high mobile app rating

When life gives you lemons: Analyzing negative reviews to improve your mobile app

A modern UI and mobile app redesign launches retailer into the future

Easily move your native app to Flutter

Android or iOS for retail? You need both!

The key to a high app rating? Low crash rates and a clean, modern UI

Take your apps to the next level with 3D augmented reality

Why Flutter should be your next mobile development framework

How to build a DIY magic mirror out of commodity hardware and augmented reality APIs

How ARKit and ARCore recognize vertical planes despite limited depth perception

Introducing augmented reality for e-commerce

18 ways to foster success in responsive web UI projects

Practical unit testing for iOS applications

Using geofence marketing & Bluetooth beacons to improve offline sales
Quality Assurance

The critical importance of accessibility testing and maintenance: Envisioning the future with GenAI for industry-specific enhancements

How anomaly detection, predictive maintenance, and visual quality control save time and money

Data quality monitoring made easy

7 advanced practices that distinguish effective mobile test automation

What are the key challenges in wearable device testing?

Private mobile device farm as an indicator of mobile testing culture

A universal approach to ecommerce GUI test automation

In-sprint QE automation improves code and accelerates development speed

Six design principles of continuous performance testing

How to extend CI pipelines with continuous performance testing

Challenges of continuous performance testing

What is continuous performance testing
Omnichannel Commerce

How a merchandising experience platform puts retailers in control of search, browse, and recommendations

10 reasons to migrate to a headless CMS with Contentstack and Grid Dynamics

The evolution of Google Web Vitals: What to expect beyond Core Web Vitals

Modernizing SAP Commerce Cloud: The case for composable

A scalable, configuration-driven machine learning platform

Retail application performance optimization: Lessons from the trenches

Leveraging Apache Kafka and GraphQL to build unified integrations in a composable commerce ecosystem

Composable commerce essentials: Demystifying modern e-commerce platforms

Supercharge your composable business ecosystem with a customer support starter kit

Improve website accessibility with these 6 simple tips

Optimizing transactional elements of composable commerce

Augmented reality and the metaverse: A go-to-market strategy for retailers

The future of commerce is composable

AWS-native personal shopping assistant portal for a leading luxury department store chain

Achieving business flexibility with composable commerce

Digital customer experience: Everything you need to know to boost omnichannel digital commerce

When is deep learning overkill?

Why you need an omnichannel customer experience

Add anomaly detection to your data with Grid Dynamics starter kit

How to replatform Endeca rules to Solr

WSO2 vs GraphQL: comparison of open source API management products

Evolution of CMS and overview of modern DXP platforms

How to replatform Endeca rules to Elasticsearch

Unified commerce: Making the most of a true omnichannel experience

Semantic vector search: The new frontier in product discovery

Digital transformation requires new technology partnerships and agile co-innovation

How we built a conversational AI for ordering flowers over Amazon Alexa or Google Home

A low mobile app rating leaves money on the table

A visual search for dinnerware patterns with Replacements.com
