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Grzegorz Michalski
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# MARS-826: CSDB Historical Data Export to HIST Bucket
## 🎯 Implementation Status: 🚧 IN DEVELOPMENT
**Implementation Date:** 2025-12-02
**Database Version:** Oracle 23ai
**Package Used:** CT_MRDS.DATA_EXPORTER
**Status:** Development ⚙️
---
## 📋 Overview
MARS-826 implements one-time historical data export for CSDB tables from operational database (OU_LM/OU_MRR schemas) to HIST bucket (ARCHIVE) in Parquet format with Hive-style partitioning.
### Key Objectives
- **Data Migration**: Move historical CSDB data from LEGACY_ tables to HIST bucket
- **Column Mapping**: Map A_ETL_LOAD_SET_KEY[_FK] → A_WORKFLOW_HISTORY_KEY
- **Bulk Export**: Process 19 tables with ~31M total records
- **Weekend Execution**: Non-critical timing allows weekend bulk processing
- **Prerequisites**: LEGACY_ prefixed tables must exist before running export
---
## 📁 Project Structure
```
MARS_Packages/REL01_POST_DEACTIVATION/MARS-826/
├── install_mars826.sql # 📥 Main Installation Script
├── 00_MARS_826_pre_check_existing_files.sql # Pre-check: Existing archive files
├── 01_MARS_826_export_ADHOC_ADJ_tables.sql # Export ADHOC_ADJ (3 tables)
├── 02_MARS_826_export_BALANCESHEET_tables.sql # Export BALANCESHEET (2 tables, 7.6M records)
├── 03_MARS_826_export_CSM_ADJ_tables.sql # Export CSM_ADJ (3 tables)
├── 04_MARS_826_export_STANDING_FACILITY_tables.sql # Export STANDING_FACILITY (2 tables, 1.2M records)
├── 05_MARS_826_export_MRR_IND_CURR_ACC_tables.sql # Export MRR_IND_CURR_ACC (2 tables)
├── 06_MARS_826_export_FORECAST_tables.sql # Export FORECAST (2 tables, 21.6M records)
├── 07_MARS_826_export_QR_ADJ_tables.sql # Export QR_ADJ (3 tables)
├── 08_MARS_826_export_TTS_tables.sql # Export TTS (2 tables)
├── 09_MARS_826_verify_exports.sql # Verification: File listing
├── 10_MARS_826_verify_record_counts.sql # Verification: Record count comparison
├── rollback_mars826.sql # 🔄 Main Rollback Script
├── 91_MARS_826_rollback_ADHOC_ADJ_tables.sql # Rollback ADHOC_ADJ
├── 92_MARS_826_rollback_BALANCESHEET_tables.sql # Rollback BALANCESHEET
├── 93_MARS_826_rollback_CSM_ADJ_tables.sql # Rollback CSM_ADJ
├── 94_MARS_826_rollback_STANDING_FACILITY_tables.sql # Rollback STANDING_FACILITY
├── 95_MARS_826_rollback_MRR_IND_CURR_ACC_tables.sql # Rollback MRR_IND_CURR_ACC
├── 96_MARS_826_rollback_FORECAST_tables.sql # Rollback FORECAST
├── 97_MARS_826_rollback_QR_ADJ_tables.sql # Rollback QR_ADJ
├── 98_MARS_826_rollback_TTS_tables.sql # Rollback TTS
├── 99_MARS_826_verify_rollback.sql # Rollback Verification
└── README.md # 📝 This Documentation
```
---
## 📊 Tables to Export (19 Total)
### Group 1: ADHOC_ADJ Tables (3 tables, ~209 records)
1. **OU_LM.LEGACY_ADHOC_ADJ_HEADER** → history/ARCHIVE/LM/LM_ADHOC_ADJUSTMENTS_HEADER (~5 records)
2. **OU_LM.LEGACY_ADHOC_ADJ_ITEM** → history/ARCHIVE/LM/LM_ADHOC_ADJUSTMENTS_ITEM (~102 records)
3. **OU_LM.LEGACY_ADHOC_ADJ_ITEM_HEADER** → history/ARCHIVE/LM/LM_ADHOC_ADJUSTMENTS_ITEM_HEADER (~102 records)
### Group 2: BALANCESHEET Tables (2 tables, ~7.6M records) ⚠️ LARGE
4. **OU_LM.LEGACY_BALANCESHEET_HEADER** → history/ARCHIVE/LM/LM_BALANCESHEET_HEADER (~81,853 records)
5. **OU_LM.LEGACY_BALANCESHEET_ITEM** → history/ARCHIVE/LM/LM_BALANCESHEET_ITEM (~7,603,340 records)
### Group 3: CSM_ADJ Tables (3 tables, ~7,756 records)
6. **OU_LM.LEGACY_CSM_ADJ_HEADER** → history/ARCHIVE/LM/LM_CSM_ADJUSTMENTS_HEADER (~186 records)
7. **OU_LM.LEGACY_CSM_ADJ_ITEM** → history/ARCHIVE/LM/LM_CSM_ADJUSTMENTS_ITEM (~3,785 records)
8. **OU_LM.LEGACY_CSM_ADJ_ITEM_HEADER** → history/ARCHIVE/LM/LM_CSM_ADJUSTMENTS_ITEM_HEADER (~3,785 records)
### Group 4: STANDING_FACILITY Tables (2 tables, ~1.2M records) ⚠️ LARGE
9. **OU_LM.LEGACY_STANDING_FACILITY** → history/ARCHIVE/LM/LM_STANDING_FACILITIES (~1,205,002 records)
10. **OU_LM.LEGACY_STANDING_FACILITY_HEADER** → history/ARCHIVE/LM/LM_STANDING_FACILITIES_HEADER (~2,647 records)
### Group 5: MRR_IND_CURR_ACC Tables (2 tables - OU_MRR schema)
11. **OU_MRR.LEGACY_MRR_IND_CURRENT_ACCOUNT_HEADER** → history/ARCHIVE/LM/LM_CURRENT_ACCOUNTS_HEADER
12. **OU_MRR.LEGACY_MRR_IND_CURRENT_ACCOUNT_ITEM** → history/ARCHIVE/LM/LM_CURRENT_ACCOUNTS_ITEM
### Group 6: FORECAST Tables (2 tables, ~21.6M records) ⚠️ VERY LARGE
13. **OU_LM.LEGACY_FORECAST_HEADER** → history/ARCHIVE/LM/LM_FORECAST_HEADER (~42,504 records)
14. **OU_LM.LEGACY_FORECAST_ITEM** → history/ARCHIVE/LM/LM_FORECAST_ITEM (~21,643,855 records)
### Group 7: QR_ADJ Tables (3 tables, ~62,573 records)
15. **OU_LM.LEGACY_QR_ADJ_HEADER** → history/ARCHIVE/LM/LM_QRE_ADJUSTMENTS_HEADER (~123 records)
16. **OU_LM.LEGACY_QR_ADJ_ITEM** → history/ARCHIVE/LM/LM_QRE_ADJUSTMENTS_ITEM (~59,952 records)
17. **OU_LM.LEGACY_QR_ADJ_ITEM_HEADER** → history/ARCHIVE/LM/LM_QRE_ADJUSTMENTS_ITEM_HEADER (~2,498 records)
### Group 8: TTS Tables (2 tables, ~1,120 records)
18. **OU_LM.LEGACY_TTS_HEADER** → history/ARCHIVE/LM/LM_TTS_HEADER (~560 records)
19. **OU_LM.LEGACY_TTS_ITEM** → history/ARCHIVE/LM/LM_TTS_ITEM (~560 records)
**Total Records:** ~31,000,000 records across 19 tables
### Complete Table List
1. OU_LM.LEGACY_ADHOC_ADJ_HEADER
2. OU_LM.LEGACY_ADHOC_ADJ_ITEM
3. OU_LM.LEGACY_ADHOC_ADJ_ITEM_HEADER
4. OU_LM.LEGACY_BALANCESHEET_HEADER
5. OU_LM.LEGACY_BALANCESHEET_ITEM
6. OU_LM.LEGACY_CSM_ADJ_HEADER
7. OU_LM.LEGACY_CSM_ADJ_ITEM
8. OU_LM.LEGACY_CSM_ADJ_ITEM_HEADER
9. OU_LM.LEGACY_STANDING_FACILITY
10. OU_LM.LEGACY_STANDING_FACILITY_HEADER
11. OU_MRR.LEGACY_MRR_IND_CURRENT_ACCOUNT_HEADER
12. OU_MRR.LEGACY_MRR_IND_CURRENT_ACCOUNT_ITEM
13. OU_LM.LEGACY_FORECAST_HEADER
14. OU_LM.LEGACY_FORECAST_ITEM
15. OU_LM.LEGACY_QR_ADJ_HEADER
16. OU_LM.LEGACY_QR_ADJ_ITEM
17. OU_LM.LEGACY_QR_ADJ_ITEM_HEADER
18. OU_LM.LEGACY_TTS_HEADER
19. OU_LM.LEGACY_TTS_ITEM
---
## 🔄 Column Mapping
All tables require mapping of the key column used for partitioning:
| Old Column Name | New Column Name | Tables Affected |
|----------------|-----------------|-----------------|
| `A_ETL_LOAD_SET_KEY_FK` | `A_WORKFLOW_HISTORY_KEY` | ADHOC_ADJ (3), CSM_ADJ (3), STANDING_FACILITY (2), FORECAST (2), QR_ADJ (3), TTS (2) |
| `A_ETL_LOAD_SET_KEY` | `A_WORKFLOW_HISTORY_KEY` | BALANCESHEET (2), MRR_IND_CURR_ACC (2) |
**Mapping Implementation:**
```sql
-- Example for tables with A_ETL_LOAD_SET_KEY_FK
pColumnList => 'T.COL1, T.COL2, ..., T.A_ETL_LOAD_SET_KEY_FK AS A_WORKFLOW_HISTORY_KEY'
-- Example for tables with A_ETL_LOAD_SET_KEY
pColumnList => 'T.COL1, T.COL2, ..., T.A_ETL_LOAD_SET_KEY AS A_WORKFLOW_HISTORY_KEY'
```
---
## 📥 Installation
### Prerequisites
- Oracle Database 23ai with CT_MRDS.DATA_EXPORTER package
- Access to OU_LM and OU_MRR schemas
- HIST bucket (history) configured and accessible
- Sufficient storage space for ~31M records in Parquet format
### Execution Requirements
- **Timing:** Weekend bulk execution (non-time-critical)
- **Duration:** Estimated 2-4 hours depending on system load
- **Connection:** Execute as ADMIN user for cross-schema operations
### Installation Steps
```powershell
# Execute installation script
Get-Content "MARS_Packages/REL01_POST_DEACTIVATION/MARS-826/install_mars826.sql" | sql "ADMIN/password@service"
# Log file will be created: INSTALL_MARS_826_<PDB>_<timestamp>.log
```
**Installation Script Workflow:**
1. **01_** Export ADHOC_ADJ tables (3 tables)
2. **02_** Export BALANCESHEET tables (2 tables, ~7.6M records) ⏱️
3. **03_** Export CSM_ADJ tables (3 tables)
4. **04_** Export STANDING_FACILITY tables (2 tables, ~1.2M records) ⏱️
5. **05_** Export MRR_IND_CURR_ACC tables (2 tables)
6. **06_** Export FORECAST tables (2 tables, ~21.6M records) ⏱️⏱️
7. **07_** Export QR_ADJ tables (3 tables)
8. **08_** Export TTS tables (2 tables)
9. **09_** Verify all exports completed successfully
---
## 🧪 Verification
The installation includes comprehensive automated verification:
### Pre-Installation Check (00_*)
- **Existing Files Audit**: Lists all current Parquet files in HIST bucket before export
- **Storage Analysis**: Shows file counts, total size (MB), and status for each table
- **Baseline Establishment**: Determines if export is fresh or will overwrite existing data
### Post-Export Verification (09_* and 10_*)
**File Verification (09_)**:
```sql
-- Automated check of exported files in HIST bucket
-- Groups by table name with file counts and sizes
-- Verifies Hive-style partitioning structure
```
**Record Count Validation (10_)**:
```sql
-- Compares source table row counts with exported Parquet files
-- Shows schema, table name, source records, file count, and size
-- Validates data completeness for all 19 tables
```
### Manual Verification
```sql
-- Check HIST bucket for exported files
SELECT object_name, bytes, time_created
FROM DBMS_CLOUD.LIST_OBJECTS(
credential_name => 'DEF_CRED_ARN',
location_uri => 'https://objectstorage.eu-frankfurt-1.oraclecloud.com/n/frtgjxu7zl7c/b/history/'
)
WHERE object_name LIKE 'ARCHIVE/LM/%'
ORDER BY time_created DESC;
```
---
## 📝 Expected Output
### HIST Bucket Structure (Parquet with Hive Partitioning)
```
history/ARCHIVE/LM/
├── LM_ADHOC_ADJUSTMENTS_HEADER/
│ └── PARTITION_YEAR=YYYY/PARTITION_MONTH=MM/*.parquet
├── LM_BALANCESHEET_ITEM/
│ └── PARTITION_YEAR=YYYY/PARTITION_MONTH=MM/*.parquet (7.6M records)
├── LM_FORECAST_ITEM/
│ └── PARTITION_YEAR=YYYY/PARTITION_MONTH=MM/*.parquet (21.6M records)
└── ... (15 more table folders)
```
---
## ⚠️ Important Notes
### Performance Considerations
- **Large Tables:** BALANCESHEET_ITEM (7.6M), FORECAST_ITEM (21.6M) may take significant time
- **Weekend Execution:** Recommended to avoid impact on production workloads
- **Monitoring:** Check log file for progress and any errors
### Data Validation
- **Column Mapping:** Verify A_WORKFLOW_HISTORY_KEY is correctly mapped
- **Record Counts:** Compare source vs. exported record counts
- **Date Ranges:** Ensure all historical data is included
---
## 🔄 Rollback
This package includes comprehensive rollback scripts to restore the state before installation by **deleting all exported Parquet files from HIST bucket**:
### Rollback Scripts
- `rollback_mars826.sql` - Master rollback orchestration script (with SPOOL logging)
- `91_MARS_826_rollback_ADHOC_ADJ_tables.sql` - Delete ADHOC_ADJ exports (3 tables)
- `92_MARS_826_rollback_BALANCESHEET_tables.sql` - Delete BALANCESHEET exports (2 tables, ~7.6M records)
- `93_MARS_826_rollback_CSM_ADJ_tables.sql` - Delete CSM_ADJ exports (3 tables)
- `94_MARS_826_rollback_STANDING_FACILITY_tables.sql` - Delete STANDING_FACILITY exports (2 tables, ~1.2M records)
- `95_MARS_826_rollback_MRR_IND_CURR_ACC_tables.sql` - Delete MRR_IND_CURR_ACC exports (2 tables)
- `96_MARS_826_rollback_FORECAST_tables.sql` - Delete FORECAST exports (2 tables, ~21.6M records - LARGEST)
- `97_MARS_826_rollback_QR_ADJ_tables.sql` - Delete QR_ADJ exports (3 tables)
- `98_MARS_826_rollback_TTS_tables.sql` - Delete TTS exports (2 tables)
- `99_MARS_826_verify_rollback.sql` - Verify complete file deletion
### Rollback Execution
```sql
-- Execute from SQLcl/SQL*Plus as CT_MRDS user
@rollback_mars826.sql
-- Prompts for confirmation (type YES to proceed)
-- Creates log file: rollback_mars826_YYYYMMDD.log
```
### What Rollback Does
1. **Deletes all exported Parquet files** from `HIST/ARCHIVE/LM/{TABLE_NAME}/` folders
2. **Uses DBMS_CLOUD.DELETE_OBJECT** for each file in all 19 table directories
3. **Verifies cleanup** by counting remaining files (should be 0)
4. **Logs all operations** to timestamped log file
### Important Notes
- **Source tables remain untouched** (read-only operations, no data modifications)
- **Rollback is destructive** - permanently deletes exported files from HIST bucket
- **Large datasets warning** - FORECAST_ITEM deletion may take several minutes (~21.6M records)
- **Re-export possible** - can re-run install_mars826.sql after rollback if needed
---
## 🔗 Related Documentation
- [DATA_EXPORTER Package Documentation](../../confluence/DATA_EXPORTER_Guide.md)
- [Table Setup Guide for FILE PROCESSOR System](../../confluence/Tables_setup.md)
- [File Manager Configuration Guide](../../confluence/FILE_MANAGER_Configuration_Guide.md)
---
## 📞 Support
For questions or issues with the export process:
1. Check log file: `INSTALL_MARS_826_<PDB>_<timestamp>.log`
2. Verify bucket access and credentials
3. Check process logs: `SELECT * FROM CT_MRDS.A_PROCESS_LOG WHERE LOG_TIMESTAMP > SYSDATE - 1 ORDER BY LOG_TIMESTAMP DESC;`
4. Contact database team lead
---
**Last Updated:** 2025-12-02
**Document Version:** 1.0.0
**Author:** Grzegorz Michalski