If an employee casually modifies the note, the operation time will be refreshed, but it does not mean that effective follow-up has occurred. Determining recycling based on the last operation time may encourage meaningless operations or may mistakenly recycle customers who are waiting for a reply.
Customer records only have been communicated or followed up, and the person taking over still doesn’t know what was said. One of the values of CRM is to make business context sustainable, rather than accumulating a lot of useless logs.
Dividing business opportunities into preliminary communication, plans and closing is just the beginning. If employees understand the stages differently, the funnel managers see will be mixed with many unconfirmed opportunities.
There is no clear attribution after the leads come in, and it is easy for multiple people to contact the same customer or no one responds for a long time. Assignment rules need to reflect team capabilities and also accommodate leaves of absence and staff changes.
After the new platform is launched, the old forms are still in circulation, and employees may continue to rely on the old numbers. Long-term dual-tracking not only increases maintenance work, but also easily leads to two answers for the same business.
When report numbers change, troubleshooting often begins with questioning back and forth between multiple systems. Data lineage can connect sources, processing tasks and final indicators to narrow the scope of the problem.
Being able to view a table does not mean being able to view all fields or export all records. Sales, finance, and analysts have different job scopes, and authorization cannot be handled by just one administrator role.
If the data directory only has technical table names, business personnel still need to ask people everywhere. A usable catalog should answer what it is, what it can do, and who to call if you have questions.
Not every table needs to be synchronized in real time. Putting data that is not urgently needed into the real-time link will increase the burden of operation and maintenance; conversely, too long a delay will also make inventory or customer service judgments lose reference value.
The tag name may seem simple, but there may be different definitions behind active, lead, or high value. If the label is not updated for a long time, business personnel will easily regard the past status as the current situation.
After the quality check finds null values or duplicate values, if only one warning email is sent, the problem will often reoccur. Data quality requires processing paths and knowing which anomalies actually impact the business.
Sales, receivables and invoices can all reflect business conditions, but they cannot replace each other. Each department uses its own formula, and even if the numbers on the bulletin board are refreshed in real time, it is difficult to form a common judgment.