An overseas start-up company in the AIGC field that specializes in virtual social networking is committed to connecting the virtual world with the real world. Its platform is based on the open source Stable Diffusion ecosystem and focuses on animation character production, providing a one-stop service integrating AI drawing, image search and social sharing.
Databend Cloud provides easy-to-use, efficient and cost-effective big data processing solutions. By choosing Databend Cloud for analysis and processing, the startup reduced the cost of analyzing user behavior logs to one percent of the original solution.
demand analysis
On the platform, in order to generate satisfactory animation characters, it involves multiple interactive links such as model selection, prompt writing, and work optimization. For specific needs, it may also involve functions such as image uploading and editing.
Products with social attributes focus on user stickiness and behavior, while AIGC products pay special attention to interactive experience. In order to better understand user habits, further improve user experience, and optimize websites and applications, the platform needs to collect and analyze user behavior logs in the form of hidden points, and finally draw charts to form a dashboard.
User behavior analysis and root cause analysis also involve some complex queries and advanced charts. If you purchase professional software, you will need to spend at least thousands of dollars every month. According to third-party traffic statistics, the platform has nearly 10 million total visits, and the monthly log scale has reached 100 million levels. The data scale is becoming increasingly large, and storage and analysis costs also need to be controlled.
How to obtain high-quality insights while saving costs has become an important issue facing startups.
Meet Databend Cloud
Databend Cloud is an easy-to-use, low-cost, and high-performance new-generation big data analysis platform based on the open source cloud-native data warehouse project Databend. It provides one-stop SaaS service, free of operation and maintenance, and can be used out of the box. Inheriting all the advantages of the Databend project, it supports real-time expansion and contraction, can handle complex analysis tasks at low cost, and helps enterprises gain more accurate and economical insight into their business and formulate strategies.
Databend Cloud product features:
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High performance and low cost: Databend Cloud is completely designed for object storage. It adopts columnar storage solution, vectorized query execution technology and Pull & Push-based data scheduling model to maximize the performance of the database engine, saving 80% compared with traditional solutions. % cost
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Support for semi-structured data: Databend Cloud allows users to import data from CSV, JSON or Parquet files and perform aggregate queries on JSON data as well as other complex data types.
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Enterprise-grade security: Databend Cloud uses multiple methods to protect users' data: permission management, role-based access control (RBAC), and file-level data encryption. Supports mounting of private storage services to further ensure data security and compliance.
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Easy to use, complete ecosystem: Users only need to load data into Databend Cloud to get a complete SQL data warehouse and complete data ecosystem support, everything is at their fingertips. Easily integrate the technology stacks of dozens of ecological partners to build data workflows that meet business needs.
Application of Databend Cloud in AIGC startups
- User logs collected by Amplitude are regularly exported in JSON format to the startup's own AWS S3 object storage service.
- Use the Pipe function of Databend Cloud to import the data of the private bucket into the cloud platform.
- Execute queries through Databend Cloud for user behavior analysis and root cause analysis.
- The results are summarized in Grafana to form analysis charts to assist further decision-making.
Summarize
Databend Cloud is currently used to solve the needs of user behavior analysis and root cause analysis, and can achieve:
- Monthly costs for analytics and dashboards dropped hundreds of times.
- The original data is stored under the customer's own object storage account to meet the customer's own further compliance needs.
- Good support for semi-structured data formats and complex queries, good migration experience, and in line with business needs.
Databend Cloud provides AIGC startups with an economical and reliable solution for user behavior analysis. In the future, we will continue to promote Databend Cloud's experience and practice in the AIGC field to ensure more efficient and higher-quality business insights.
About Databend
Databend is an open source, flexible, low-cost, new data warehouse based on object storage that can also perform real-time analysis. We look forward to your attention and exploring cloud native data warehouse solutions together to create a new generation of open source Data Cloud.
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