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Direct interaction:
API tests send requests directly to API endpoints and analyze the responses to ensure they meet expected outcomes.This involves checking status codes, response times, and the structure and content of the data returned.








Focus on business logic:
API testing primarily validates the underlying business rules and data flow within an application, independent of the user interface.








Early defect detection:
By testing APIs early in the development lifecycle, issues can be identified and resolved before they become more complex and costly to fix in later stages.








Automation potential:
API tests are highly automatable, allowing for frequent and efficient execution, which is crucial for continuous integration and continuous delivery (CI/CD) pipelines.








Types of API tests:
This can include functional testing (verifying core functionality), performance testing (measuring response times under load), security testing (identifying vulnerabilities), and integration testing (ensuring seamless communication between APIs and external services).



 

Fish farming is an ideal business idea for investors with available land, and it doesn’t always require a large body of water. You can start a fish farm either by creating fish ponds or investing in fish tanks; it’s a highly scalable business idea. Once you have the proper knowledge of fish raising, you will be able to decide the type of fish to raise. According to FinModelsLab, a well-run fish farm can produce a return on investment (ROI) of 15% to 40% annually, with many fish farmers achieving a full return on their investment within three to five years.
Fish such as tilapia, cod, trout, and catfish are popular because they are easy to raise and in high demand. Small-scale farms are the usual suppliers of fish in their local supermarkets and restaurants.
Other popular varieties of commercially-raised fish include:

Yellow Perch
Eel
Grass Carp
Tuna
Salmon

Not all fish are raised for food. Goldfish and koi are popular fish to farm as well. For non-food fish, focus on cultivating premium species that will fetch a higher price when you sell. Whether you are raising fish for food or not, adopting sustainable farming practices will be better for both your business branding and your long-term operational costs.
The decision as to which fish you want to raise will ultimately rely on your skill, financial capacity, market demand, and agro-climatic condition. This refers to the normal soil types, rainfall, temperature, and water availability that affect the type of vegetation in the area.