How to Enable Customer Tracking in WooCommerce with Google Analytics

Do you want to enable customer tracking in WooCommerce?

Customer tracking allows you to offer a personalized shopping experience based on customer behavior in your eCommerce store.

In this article, we will show you how to easily enable customer tracking in WooCommerce with Google Analytics.

How to Enable Customer tracking in WooCommerce with Google Analytics

Why Enable Customer Tracking in WooCommerce with Google Analytics?

Google Analytics allows you to see where your visitors are coming from and what they do on your website. In other words, it helps you track your traffic sources as well as user engagement on your website.

For eCommerce platforms, Google Analytics offers an enhanced eCommerce tracking feature. This allows you to better understand users’ shopping and checkout behavior. Plus, you can see which products perform the best and track your WooCommerce store’s sales performance.

By default, a WooCommerce store allows your customers to create an account or checkout as guest users. Creating an account helps the user save their shipping and billing information for faster checkout next time. It also helps you offer customers a personalized shopping experience based on their browsing and shopping history.

Wouldn’t it be great if you could track logged-in users with their user IDs in Google Analytics and also see the path customers took before making a purchase?

This will give you access to a treasure trove of information and insights on customer behavior. You can use it to offer a better on-site experience and boost your sales.

Let’s take a look at how to easily enable customer tracking in WooCommerce. Here are quick links that you can use to jump ahead to any section:

Set up Ecommerce Tracking in WordPress with Google Analytics

The best way to set up WooCommerce customer tracking in Google Analytics is using MonsterInsights. It is the best analytics solution for WordPress and helps you set up tracking without editing code.

If you use the native method for tracking WooCommerce conversions, then you’ll need to edit the tracking code, use Google Tag Manager, or both. This can be tricky for beginners, and the slightest mistake can mess up your analytics data.

The MonsterInsights plugin offers an eCommerce addon, which automatically detects WooCommerce and starts tracking customer behavior in Google Analytics. It also comes with a Customer Journey addon that allows you to see users’ behavior before they make a purchase.

First, you will need to install and activate the MonsterInsights plugin. For more details, see our step-by-step guide on how to install a WordPress plugin.

You will need to be on the ‘Pro’ plan to access the eCommerce and User Journey addons, which we will use for this tutorial. However, there is also a MonsterInsights Lite version you can use for free.

Upon activation, you will see the welcome screen and the setup wizard. Simply click the ‘Launch the Wizard’ button and follow the on-screen instructions.

Launch setup wizard

For detailed instructions, see our article on how to install Google Analytics in WordPress.

Install the MonsterInsights eCommerce Addon

Once you’ve configured Google Analytics on your website, the next step is to install the eCommerce addon.

The addon automatically sets up eCommerce tracking on your website and detects your WooCommerce store.

First, you need to visit the Insights » Addons page from your WordPress dashboard and navigate to the ‘eCommerce’ addon. Simply click the ‘Install’ button, and the addon will automatically activate.

Install the eCommerce addon

That’s it! MonsterInsights will take care of the rest once the addon is active.

For more details, please see our guide on how to set up WooCommerce conversion tracking.

Enabling User Journey Addon in MonsterInsights

Now that you’ve set up WooCommerce tracking in Google Analytics, the next step is to enable the MonsterInsights Customer Journey addon.

The addon will allow you to see the steps a customer takes before making a purchase in WooCommerce. Plus, it also shows the time it took at each step, the pages a user visited, and more.

First, you’ll need to go to Insights » Addons from your WordPress admin panel. Next, navigate to the User Journey addon and click the ‘Install’ button.

Install the user journey addon

The addon will automatically activate and start tracking your WooCommerce customer’s journey.

Next, you can go to WooCommerce » Orders from your WordPress dashboard to view the path your customers took when purchasing a product.

WooCommerce order select

After that, click on the order for which you’d like to see the user journey.

On the next screen, you’ll see the path a customer took before buying the product. You get to view the pages they visited, where they clicked, and how much time they spent on a page.

User journey in MonsterInsights

This is really useful information to better understand your customers. You can see which product categories are performing the best and where customers are exiting your store during the purchase process. Using the data, you can then fix these issues and optimize your site for more conversions.

Enabling User ID Tracking in Google Analytics

While MonsterInsights makes it very easy to track customers on your WooCommerce store, it also tracks WordPress ID tracking in Google Analytics.

WordPress ID is a unique ID to identify every user on your website. The user ID is called the ‘Client ID’ in Universal Analytics and the ‘App Instance ID’ in Google Analytics.

Do remember that enhanced eCommerce tracking will enable eCommerce reporting features for your WooCommerce store. However, it does not enable user tracking by default.

Let’s take a look at how you can enable user ID tracking in Google Analytics 4.

Enabling Customer Tracking in Google Analytics 4

To start, you’ll need to go to the Admin settings from your GA4 dashboard and click the ‘Reporting Identity’ option.

Open reporting identity settings

On the next screen, you will need to select a way to identify users on your online store.

GA4 uses multiple ways to identify customers. These include user ID, Google signals, device ID, and modeled data. For the sake of this tutorial, we’ll select the ‘Observed’ option and click the ‘Save’ button.

Select observed option in reporting identity

Viewing Customer Tracking Reports in Google Analytics

Now that everything is set up, Google Analytics will now track all your website customers. It will also be able to track logged-in users with their unique WordPress user ID.

View User ID Data in Google Analytics 4

You can view GA4 eCommerce tracking WooCommerce data by going to the ‘Explore’ tab from the menu on your left.

Under Explorations, you’ll see different report templates. Simply click the existing ‘User explorer’ report.

Select user explorer report

Next, you’ll see the User explorer report in Google Analytics 4.

One thing you can notice is the Client ID will be replaced with the App instance ID.

See user explorer report in ga4

You can click on any of the app instance IDs to view more details.

For example, the report shows the total events that were triggered, the location of the user, the time stamp for each event, and more.

View details of app instance ID

View User ID Data in Universal Analytics

Note: Universal Analytics has now sunset and is no longer processing data from your website. However, you can still view past data and use it for comparison.

To view all your individual customer activity, you can go to your Universal Analytics account and click on the Audience » User Explorer menu.

View user explorer client ID in UA

You will see individual customer reports with a unique ID assigned to all non-logged-in users.

To view customer tracking reports for logged-in users in WooCommerce, you need to click on the Google Analytics logo on the top left corner of the screen.

This will show all your Google Analytics profiles. You will see your website profile and under ‘All website data’ you will see the UserID reporting view you created earlier.

Select UA User ID view

Go ahead and click on the UserID reporting view to load it.

Once it’s loaded, you need to click on the Audience » User Explorer menu. This way, you will see a logged-in customer tracking report where each user is represented by their WordPress user ID on your website.

UA user explorer user ID report

You can click on the user ID to view a customer’s individual tracking data.

For instance, the device category they use, acquisition date, the channel they used to arrive on the online store, and more.

UA user explorer user id details

Matching Customer Tracking with Their WordPress Accounts

Now that you’ve identified users in Google Analytics, you can match them with WordPress accounts. This will help you know who this customer is, and how you can create personalized offers, emails, or shopping experiences for them.

First, you need to note down the customer ID you see in your Google Analytics User-ID reporting view.

After that, go to your WordPress website’s admin area and click on the ‘Users’ menu. It will show you a list of all users on your WordPress site.

Next, you can click the ‘Edit’ link below any username in the list.

Edit any user profile

WordPress will now open the user profile for you.

If you look in your browser’s address bar you will ‘user_id’ parameter in the URL.

User ID in URL

Next, you need to replace the value next to user_id with the one you copied from your Google Analytics report and press enter key on your keyboard.

WordPress will now load the user profile associated with that particular User ID. You now have the customer’s name, username, email address, and social media information. You can also track their orders, product views, cart activity, and more.

We hope this article helped you learn how to enable customer tracking in WooCommerce with Google Analytics. You may also want to see our expert pick of the best free WooCommerce plugins for your online store and how to get a free email domain.

If you liked this article, then please subscribe to our YouTube Channel for WordPress video tutorials. You can also find us on Twitter and Facebook.

The post How to Enable Customer Tracking in WooCommerce with Google Analytics first appeared on WPBeginner.

7 Benefits of Cloud Automation for Streamlined IT Operations

Cloud automation refers to the process of using technology to automate the deployment, management, and scaling of applications and infrastructure in a cloud computing environment. This can include tasks such as provisioning and configuring virtual machines, managing storage and networking resources, and deploying and scaling applications.

Cloud automation can be achieved using tools such as Infrastructure as Code (IaC), Configuration Management tools, and Cloud Management Platforms (CMPs). These tools allow organizations to manage their cloud resources and infrastructure more efficiently and effectively by automating routine and repetitive tasks and providing a unified view of their cloud resources, regardless of their cloud provider.

Data Governance Is Ineffective Without Automation

Data governance is one of the most important undertakings for businesses today. Regulations like the GDPR and CCPA require organizations to have thorough insight and control over their data, and the costs of poor-quality information keep climbing. An effective governance strategy addresses both, but creating and implementing such a program is often easier said than done.

More than 90% of enterprise leaders plan data initiatives for the coming year, yet more than half report struggling to pull any business value from their information. Many of these companies realize the importance of data governance in achieving their goals, but their strategies frequently fall short. For many organizations, that's because they rely too heavily on manual processes.

Bringing Software Engineering Rigor to Data

This is a recording of a breakout session from AWS Heroes at re:Invent 2022, presented by AWS Hero Zainab Maleki. Posted with permission. 

In software engineering, we've learned that building robust and stable applications has a direct correlation with overall organization performance. The data community is striving to incorporate the core concepts of engineering rigor found in software communities but still has further to go. This talk covers ways to leverage software engineering practices for data engineering and demonstrates how measuring key performance metrics could help build more robust and reliable data pipelines. This is achieved through practices like Infrastructure as Code for deployments, automated testing, application observability, and end-to-end application lifecycle ownership.

Source Code Management for GitOps and CI/CD

This is an article from DZone's 2023 DevOps Trend Report.

For more:


Read the Report

GitOps has taken the DevOps world by storm since Weaveworks introduced the concept back in 2017. The idea is simple: use Git as the single source of truth to declaratively store and manage every component for a successful application deployment. This can include infrastructure-as-code (e.g., Terraform, etc.), policy documents (e.g., Open Policy Agent, Kyverno), configuration files, and more. Changes to these components are captured by Git commits and trigger deployments via CI/CD tools to reflect the desired state in Git.

Building a RESTful API With Go and Gin

When it comes to building an API, Go is an extremely popular programming language choice to build powerful RESTful APIs. The language is super lightweight, has many different libraries and frameworks available, and is easy to run. One of the frameworks supported by Go is Gin. Gin is a web framework written in Golang that offers great performance and scalability, amongst other features. According to the Gin website, “Gin features a Martini-like API, but with performance up to 40 times faster than Martini”. This tutorial will build a simple REST API using Go and Gin. The API endpoint will allow a user to retrieve a credit score rating. Of course, we won’t be linking up to any backend systems to pull a credit score but will instead use a random number generator to generate the score and return it to the user. Although simple, this tutorial will show you the basics of REST API development with Go and Gin.

Pre-requisites

Before we start, we must ensure that a couple of prerequisites are completed. To follow along and run this tutorial, you will need to:

Testing Challenges Related to Microservice Architecture

If you are living in the same world as I am, you must have heard the latest coding buzzer termed “microservices”—a lifeline for developers and enterprise-scale businesses. Over the last few years, microservice architecture emerged to be on top of conventional SOA (Service Oriented Architecture). This much more precise and smaller architecture brought in many benefits. Enough to make the business more scalable in a fly-by paralleling development, testing, and maintenance across various independent teams. Considering how different this approach is from the conventional monolithic process, the testing strategies that apply are also different. With different testing strategies emerge different testing challenges.

By far, everyone in the tech world is aware that microservice architecture is useful in delivering a more responsive and agile application. Some major organizations, such as Netflix, Nike, Facebook, etc., have backed their performance based on this architecture.

Implement In-Memory Cache in the NET Core API

Caching is very popular nowadays in the software industry because it will improve the performance and scalability of the application, as we see with many web applications like e-mail and Facebook, and how responsive they are and how great the user experience is while using them. This is because there are a lot of users using the internet. So if an application has huge network traffic and demand, we need to take care of many things that help us improve the performance and responsiveness of the application. So because of that, one of the solutions is caching, and that’s why caching comes into the picture.

What Is Caching?

The cache is the memory storage that is used to store the frequent access data in the temporary storage; it will improve the performance drastically, avoid unnecessary database hits, and store frequently used data into the buffer whenever we need it.

Deploy a Kubernetes Application With Terraform and AWS EKS

When it comes to infrastructure provisioning, including the AWS EKS cluster, Terraform is the first tool that comes to mind. Learning Terraform is much easier than setting up the infrastructure manually. That said, would you rather use the traditional approach to set up the infrastructure, or would you prefer to use Terraform? More specifically, would you rather create an EKS cluster using Terraform and have Terraform Kubernetes deployment in place, or use the manual method, leaving room for human errors? 

As you may already know, Terraform is an open-source Infrastructure as Code (IaC) software platform that allows you to manage hundreds of cloud services using a uniform CLI approach and uses declarative configuration files to codify cloud APIs. In this article, we won’t go into all the details of Terraform. Instead, we will be focusing on Terraform Kubernetes deployment.

What is the propper way to pass props to combobox in react

Hi all,
I'm having difficulties to pass Props (Label text) to Combobox component. I usually use same forms for adding and editing Data.
When it comes to editing, If I use lot of arrays to iterate first and then pass right information, I get stucked for hours like here.

I'm using react-select component.

Parent:

import React, { useEffect, useState } from 'react';
import Dropdown2 from './Dropdown2';

function App() {
  const [listCategoriesDb] = useState(
      { term_id: '1', cat_name: 'Uncategorized' },
      { term_id: '2', cat_name: 'simple' },
      { term_id: '3', cat_name: 'grouped' },
      { term_id: '4', cat_name: 'variable' },
      { term_id: '5', cat_name: 'external' },
      { term_id: '6', cat_name: 'exclude-from-search' },
      { term_id: '7', cat_name: 'exclude-from-catalog' },
      { term_id: '8', cat_name: 'featured' }
    ),
    [lbl, setLbl] = useState('');

  useEffect(() => {
    if (listCategoriesDb !== null) {
      let a = listCategoriesDb.find((x) => x.term_id === 3);
      if (a !== undefined) {
        setLbl(a.cat_name);
      }
    }
  }, [listCategoriesDb]);

  return (
    <>
      <div>
        <Dropdown2
          listCategoriesDb={listCategoriesDb}
          initialVal={3}
          lbl={lbl} // If I write here manually, then it will be passed to combobox.
        />
      </div>
    </>
  );
}

export default App;

Child:

import React, { useState } from 'react';
import Select from 'react-select';

export default function Dropdown2(props) {
  const { listCategories, initialVal, lbl } = props,
    [options] = useState(listCategories),
    // here should lbl be populated, but it's not.
    [data, setData] = useState({
      options: {
        value: initialVal, // this is passed
        label: lbl, // this is not passed
      },
    });

  const handleChange = (e) => {
    setData({ ...data, options: e });
  };

  return (
    <div>
      <Select
        defaultValue={data.options}
        onChange={handleChange}
        options={options}
      />
    </div>
  );
}

Thank you!

Retesting Tutorial: A Comprehensive Guide With Examples and Best Practices

Retesting is a process of validating a specific feature whose function failed during the previous test. It is done to verify whether the test cases reported with some bugs during the execution time are fixed.

In the software development lifecycle, the major crucial elements are testing the software's functionality, performance, security, and other aspects, which involves checking the software for any errors. However, the major challenge is validating the software's working in line with the target audience. It is crucial to ensure the effectiveness and dependability of the developed software, and here retesting dives in as the savior.

Keys To An Accessibility Mindset

How many times have you heard this when asking about web accessibility? “It’s something we’d like to do more of, but we don’t have the time or know-how.”

From a broad perspective, web accessibility and its importance are understood. Most people will say it’s important to create a product that can be used by a wide array of people with an even wider range of needs and capabilities. However, that is most likely where the conversation ends. Building an accessible product requires commitment from every role at every step of the process. Time, priorities, and education for all involved, so often get in the way.

Performing an accessibility audit can cost a lot of time and money. The results can cost even more with just design, development, and QA (Quality Assurance). An audit becomes even more expensive when considering the other heavy investment. For every role, the learning curve for accessibility can be steep.

There’s so much nuance and technical depth when learning about web accessibility. It’s easy to feel lost in the trees. Instead, this article will take a look at the forest as a whole and demonstrate three keys for approaching accessibility naturally.

The POUR Principles of Web Accessibility

It may sound too simple, but we can break web accessibility down into four core principles: Perceivable, Operable, Understandable, and Robust. These principles, known as POUR, are the perfect starting point for learning how to approach accessibility.

Perceivable

What does it mean for content to be perceivable?

Let’s say you’re experiencing this article by reading it. That would mean the content is perceivable to people who are sighted. Perhaps, you’re listening to it. That would mean the content is perceivable by people who engage with content audibly.

The more perceivable your content is, the more ways people can engage with it.

Common examples of perceivable content would be:

  • Images with alternative descriptive text,
  • Videos with captions and/or subtitles,
  • Indicating a state with more than just color.

A terrific real-world example of perceivable content is a crosswalk. When it is not safe to cross the street, there is a red icon of a standing figure and a slow, repeating beep. Then, once the streetlights change and people can cross safely, the icon changes to a green figure walking, and the beeping speeds up. The crosswalk communicates with understandable icons, colors, and sound to create a comprehensive and safe experience.

Operable

Operable content determines whether a person can use a product or navigate a website.

It is common for the person developing a product to create one that works for themselves. If that person uses a mouse and clicks around the website, that’s often the first, and sometimes the only, experience they develop. However, the ways for operating a website extend far beyond a traditional mouse and keyboard.

Some important requirements for operable content are the following:

  • All functionality available by mouse must be available by the keyboard.
  • Visible and consistent keyboard focus for all interactive elements.
  • Pages have clear titles and descriptive, sequential headings.

Understandable

What good is creating content if the people consuming it can not understand it?

Understandable content is more than defining acronyms and terms. A product must be consistent and empathetic in both its design and content.

Ways to create an understandable experience would include:

  • Defining content language(s) to allow assistive technologies to interpret correctly.
  • Navigations that are repeated across pages are in the same location.
  • Error messages are descriptive and, when possible, actionable.

In Jenni Nadler’s article, “When Life Gives You Lemons, Write Better Error Messages”, she describes her team’s approach to error messaging at Wix. With clear language and an empathetic tone, they’ve created a standard in understandable messaging.

Robust

In a way, many of us are already familiar with creating robust content.

If you’ve ever had to use a compiler like Babel to transpile JavaScript for greater support, you’ve created more robust content. Now, JavaScript is just one piece of the front end, and that same broad, reliable approach should be applied to writing semantic HTML.

Ways to create robust markup include:

  • Validating the rendered HTML to ensure devices can reliably interpret it.
  • Using markup to assign names and roles to non-native elements.

The POUR principles of web accessibility lay a broad (if a bit abstract) foundation. Yet, it can still feel like a lot to consider when facing roadmaps with other priorities. This depth of information and considerations can be enough to turn some people away.

Web accessibility is not all or nothing.

Even small improvements can have a big impact on the accessibility of a product. In the same way software development has moved away from the waterfall approach, we can look at web accessibility with the same incremental mindset.

Even so, sometimes it’s easier to learn more about something you already know than to learn about something anew. At least, that’s what this entire article relies upon.

With slight adjustments to how we approach the design and development of a product, we can create one that more closely aligns with the POUR principles of accessibility but in a way that feels natural and intuitive to what we already know.

Keys To An Accessibility Mindset

There’s a lot to learn about web accessibility. While the POUR principles make the process more approachable, it can still feel like a lot. Instead, by applying these keys to our approach, we can dramatically improve the accessibility of a product and reduce the risk of exhaustive refactors in the future.

Markup Must Communicate As Clearly As The Design

When working from a design, it’s common to build what we see. However, visual design is only one part of creating perceivable content.

Let’s consider the navigation of a website. When a person is on a specific page, we highlight the corresponding link in the navigation with a different background color. Visually, this makes the link stand out. But what about other methods of perception?

The content becomes more perceivable when its markup communicates as clearly as its design.

When dealing with the navigation, what exactly are we communicating with the contrasting styles? We’re trying to say, “this is the page you’re on right now.” While this works visually, let’s look at how our markup can communicate just as clearly.

<a aria-current="page" href="/products">Products</a>

By setting aria-current="page" on the anchor of the current page, we communicate with markup the same information as the design. This makes the content perceivable to assistive technologies, such as screen readers.

In this demo, we’ll hear the difference perceivable markup can make.

Even though navigation items often look like buttons, we understand that they function as links or anchors instead. This is the perfect example of marking up an element based on its function and not its appearance.

When using an anchor tag, we receive several expected functional benefits by default. The anchor will support keyboard focus. Hovering or focusing on an anchor will reveal the URL to preview. Lastly, whether with a keyboard shortcut or through the context (right-click) menu, a link can be opened in a new window or tab.

If we marked up a navigation item like it appeared, as a button, we would lose the last two expected behaviors of anchor tags. When we break the expectations of an element, accessibility will suffer the most.

The following demo highlights the functional differences when using the a, button, and div elements as a link. By navigating the demo with our keyboard, we can see the differences between each variation.

Without first looking at the altitude and ground speed values, I couldn’t tell which system was active. Maybe the imperial option was active since it was the same color as the data. But maybe the metric option was active because it was a different color.

While it may take us a moment to figure out which option is active, it’s an unnecessary one caused by indicating a state with only color.

In the following mockup, we underline the active option and increase its font weight. With these details, it’s now easier to understand the active state of the screen.

So much of creating perceivable content comes down to communicating in layers. When we write perceivable markup, we’re creating an extra layer of information. Designing is no different. If we indicate a state with only color, that’s one layer. When we add an underline and font weight, we add additional layers of communication.

People learn and experience in different ways. Consider a book that has an audio version and a movie adaptation. Some people will read the book. Others will listen to it. Others still will watch the movie. When we communicate in layers, more people benefit.

Review

Most people will agree that web accessibility is important. But they will also agree that it can be difficult. With so many combinations of hardware and software and so many nuances with each, accessibility can feel overwhelming.

It’s easy to become lost in the weeds of code samples and articles trying to help. One article may suggest an approach, while a second article suggests another. If we’re not able to test each scenario ourselves, it can often feel like guessing. Guessing can be disheartening, even discouraging. It can turn people away from accessibility.

Instead, we can have a dramatic impact on the accessibility of our work by not focusing on specific details but by adjusting how we approach a design from the start. One of the most challenging areas of accessibility is knowing when and where it’s needed. With the keys to an accessibility mindset, we can identify those areas and understand what they need. We may not know how to provide a perceivable or operable experience, but it’s easier to find the answer when you understand the question.

I should note, though, that applying these keys will not ensure your work is accessible. Will it make a positive impact? Yes. But accessibility extends far beyond design and development. For as long as a product is changing, a commitment to accessibility must remain at every step and in every role, from leadership on down.

Ensuring markup communicates as clearly as its design will help provide perceivable content. Writing functional markup instead of visual will help make that content operable. If the functional markup cannot be styled, then return to the first key, and make it perceivable.

Remember, creating an accessible experience for some doesn’t take away from others.

If we think back to the crosswalk example, who are some people who benefit from their design? Of course, those who are blind, even partially, can benefit. But what about a person looking down at their phone? The audible cue can grab their attention to let them know when it’s safe to cross. I’ve benefited from crosswalks in this way. How about a parent using the lights to teach their child how to cross? Everybody can benefit from the accessible design of a crosswalk. Of course, if a person wants to cross when they feel comfortable, regardless of the state of the crosswalk, they can. The accessible design does not prevent that experience. It enables that experience for others.

Accessible design is good design, and it all starts with our mindset.

Resources

A Brief History of Website Builders

history of website buildersThe process of website building has gone through significant transformation over the years. Nowadays almost anyone with basic computer skills can build a website, but during the early days of the internet, web design was the sole domain of programmers and coders. In this article, we will explore the history of website builder from the mid-90s to the present.

Development of SaaS Applications

SaaS is the most popular and widely used category of cloud computing (the other two are IaaS and PaaS), offered to users and businesses who prefer a subscription software model and simple platform maintenance. In addition, SaaS is an excellent option for both experienced entrepreneurs and startup founders with ambitious goals due to its consistent revenue and secure code.

Definition of a SaaS Application

SaaS, or Software-as-a-Service, is a subscription-based model of delivering software and applications over the Internet without users needing to manage, install, and upgrade the software themselves. It is developing Software as a service application (e.g., Slack, Dropbox, Gmail, and Google Drive) that replaces offline software and can be accessed from any compatible device. Cloud service providers handle all aspects of a SaaS application.

What ChatGPT Means for Customer Support and the Role of Vector Databases

Most organizations consider customer service an overhead while it is an opportunity. It allows you to drive continued value from the customer even after the sale. Successful businesses understand that customer service doesn't just help you retain customers but also gain more revenue. It is an underrated tool to enhance your marketing and sales efforts through referrals, testimonials, and classic word-of-mouth. However, it is critical to service customers in real-time without delays. With the emergence of AI, this requirement is rather achievable. 

With AI, it is possible to support your customers across their journey by assisting them on the go. Also, the possibilities could be more realistic with AI-led chatbots and machine learning (ML) capabilities like NLP and instant data analysis. Finally, with the growing adoption of vector databases, businesses can tap into unstructured data to cater to their customers.

Modernize and Gradually Migrate Your Data Model From SQL to NoSQL

This article was authored by AWS Sr. Specialist SA Alexander Schueren and published with permission.

We all like to build new systems, but there are too many business-critical systems that need to be improved. Thus, constantly evolving system architecture remains a major challenge for engineering teams. Decomposing the monolith is not a new topic. Strategies and techniques like domain-driven design and strangler patterns shaped the industry practice of modernization. NoSQL databases became popular for modernization projects. Better performance, flexible schemas, and cost-effectiveness are key reasons for adoption. They scale better and are more resilient than traditional SQL databases. Using a managed solution and reducing operational overhead is a big plus. But moving data is different: it’s messy and there are many unknowns. How do you design the schema, keep the data consistent, handle failures, or roll back? In this article, we will discuss two strategies that can help transition from SQL to NoSQL more smoothly: change data capture and dual-writes.