Hi rajdeep,
Not sure if there was a cache issue or not, you may try to clear the cache or open it in a "incognito window" to have a test.
Additionally, there is a way that you can have one more test:
When you get the flow duration was showing more than 1 week, using the same time filter in the Stealthwatch Desktop Java Client to research the flow.
And compare the data, if the flow record is same as WebUI.
If the issue still happen, please kindly upload the screenshots to check more info.
Thanks in advanced.
If you find my reply solved your question or issue, kindly click the 'Accept as Solution' button and vote it as helpful.
You can also learn more about Secure Network Analytics (formerly known as Stealthwatch) through our live Ask the Experts (ATXs) session. Check out Cisco Network Security ATXs Resources [https://community.cisco.com/t5/security-knowledge-base/cisco-network-security-ask-the-experts-resources/ta-p/4416493] to view the latest schedule for upcoming sessions, as well as the useful references, e.g. online guides, FAQs.