> For the complete documentation index, see [llms.txt](https://helps.ptengine.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://helps.ptengine.com/en/start-guide/quick/solutions.md).
# Solutions
Ptengine provides comprehensive solutions for different types of business websites. However, regardless of the scenario, Ptengine remains a front-end service and cannot currently provide statistics for data that exists outside of the page.
Below, we use an e-commerce scenario to demonstrate the features Ptengine offers.
### How to Use Ptengine in E-Commerce
### Cross-Border E-Commerce User Journey
In an e-commerce scenario, the typical user journey is:
> 1. Land on the landing page
> 2. Browse the landing page to understand the brand style (using the homepage as an example)
> 3. Click or search to enter the product listing page
> 4. Find a desired product and enter the product detail page
> 5. Browse the content, identify a pain point, and add to cart
> 6. Decide to purchase, enter the checkout page, and submit an order
> 7. Proceed to payment and complete the order
We can also describe the user's mindset in cross-border commerce as:
> Awareness - Interest - Consideration - Action
### Common Challenges in Independent Store Operations
* How effective is each advertising channel at acquiring new customers? Which channel has higher quality and better conversion rates?
* At which stage of the user journey do users drop off the most?
* I've collected a lot of data, but how can I tie it back to user behavior?
* For users who drop off at the payment stage, how can I understand the reasons?
* I've identified the problem, but how can I quickly make changes without knowing code?
* I've implemented an idea -- how do I verify whether it actually works?
Let's follow this perspective and see how Ptengine can address all of these challenges on its own.
### Solutions
**1. How to Evaluate Channel Quality**
Ptengine's Data Center provides a wealth of data, but don't worry about being overwhelmed -- each Ptengine module has a clear purpose, presenting different types of data in an organized manner.
First, you can quickly understand the composition of your traffic sources through the Data Center:
After focusing on ad channels, you can use the Ads module to closely examine the quality of each advertising channel:
**2. Analyzing Conversion Rates at Key User Journey Stages**
Based on events, you can use the conversion funnel to quickly understand the conversion status at each stage and identify optimization opportunities.\
**3. Visually Observing User Behavior on Pages**
Ptengine is a pioneer in the heatmap space, offering industry-leading multi-dimensional heatmaps that enable you to quickly identify every user focus point.\
**4. Engaging Users at Drop-Off and Conversion Points**
Through the data analysis above, you can identify user drop-off stages and pain points on key pages.\
Without any third-party tools, Ptengine's Experience provides highly customizable popup and sticky bar capabilities.
**5. No-Code Page Editing**
In Ptengine, regardless of the development tools used to build a page, you can perform no-code page editing to quickly bring ideas to life.
**6. Validating Results with A/B Testing**
Before publishing popups or page edits, you can use A/B testing to scientifically verify whether your strategy is truly effective by quickly splitting traffic for validation.
**By following the process above, you have completed a full operations cycle for a cross-border e-commerce scenario -- from identifying problems to implementing strategies, all you need is Ptengine and yourself!**
**You may be curious about how Ptengine obtains all this data. In the next section, we will explain Ptengine's data sources in detail.**
