1. Data transfers into a database First time system implementation –From a manual system Data warehousing projects Database version upgrade ERP projects Migration –From old to new system

2. Data transfers between systems Dynamic data (eg. sales orders) –Interface required? Static data (eg. customers) –Conversion required?

3. What can go wrong Data not available –feature activated from implementation onwards –Massive data entry –Eg: different account structure Data incomplete Data inconsistent (eg: engineering vs accounts) Wrong level of granularity Data not clean New system requires changes – new product codes

4. Data cleaning must address Different department record same info under different codes Multiple records of same company (under different names) Fields missing in input tables (eg: c/o) Different depts. Record different addresses for same customer Use of different units for time periods

5. Labour intensive tasks Data entry Data checks Working on solving conflicts Allocating new codes Solution = introduce as much automation as possible –SQL / SQL loader (Oracle) –Custom conversion programmes to extract, modify and upload data –Filtering –Parsing (eg: excel) –Staging areas for conversion in progress

6. Data utilities ORACLE is king of data handling Export: to transfer data between DBs –Extract both table structure and data content into dump file Import: corresponding facility SQL*loader automatic import from a variety of file formats into DB files –Needs a control file

7. Control files: using SQLloader Data tranfers in and out of DB can be automated using the loader –Create a data file with the data(!) –Create a control file to guide the operation Load creates two files –Log file –“bad transactions” file Also a discard file if control file has selection criteria in it

8. Example 1 – the supplier file Sup codeSup nameSup addressCityPhone 4 digits OLD New supplier code to include city where firm is based Assignation of category based on amounts purchased

9. Example 1 – the supplier file Sup codeSup nameSup addressCityPhone 4 digits Sup codeSup nameSup address…PhoneCat 3 letters +1,2,3 depending 4 digitson total purchases last year OLD NEW New supplier code to include city where firm is based Assignation of category based on amounts purchased

10. Example 2 – New Cost Accounting Structure Maintenance department expenditure: 1 account => separate accounts for different production activities Intervention codeDesc.DateLabourPartsTotal OLD

11. Example 2 – New Cost Accounting Structure Maintenance department expenditure: 1 account => separate accounts for different production activities Intervention codeDesc.DateLabourPartsTotal Intervention codeDesc.DatelabourPartsTotalAccount OLD NEW

12. Example 3: merging files Complete customer file based on Accounts and Sales and Shipping OLD (finance) CustIDnameaddresscityaccount numbercredit limitbalance OLD (sales) OLD (Shipping) CustID*nameaddresscitydiscount ratessales_to_daterep_name CustID**nameaddresscityPreferred haulier

13. Example 4: change of business practices Payment by bank draft for international customers Automatic payment into account for national customers Payment direct into account for all customers

14. Problem for next week Write a script that solves problem 1