Verified by enterprise clients after go-live. TB-scale processing. Zero data loss. No ABAP.
"Global Pharma (US)"
$195,000 annually
Downgraded from Enterprise to Standard
Client faced 2.4TB SOFFCONT1 causing $300k+ annual HANA costs and 48-hour downtime window risks during S/4 migration. Traditional RSIRPIRL was crashing with SYSTEM_NO_ROLL errors.
We used Python-powered pyrfc extraction to bypass SAP memory limits. Implemented TBL1024 chunking to process TB-scale data safely. Created parallel processing pipeline with checksum validation.
DB02 showing 2.4TB SOFFCONT1 table
DB02 showing 0.84TB after optimization
"Tier-1 Manufacturing (Germany)"
$500k in delay costs
No impact to HANA licensing
BP conversion was causing massive SRGBTBREL link corruption. 45,000+ attachment links were broken after conversion, blocking go-live and compliance audits.
Developed custom SRGBTBREL mapping logic using Python. Created GOS → ArchiveLink reconciliation engine. Validated all pointers before migration.
Empty attachment lists after BP conversion
Full attachment access post-fix
"Logistics Leader (KSA)"
$200k in compliance fines avoided
No impact to HANA
24,000 migrated documents missing from ArchiveLink repository after cutover. OAC0 & OACT tables showing mismatches. Critical for compliance tracking.
Created ArchiveLink reconstruction engine with OAC0/OACT cross-reference validation. Implemented Python-powered repository reconciliation.
24k docs showing as missing
100% repository access restored
"Global Retail Chain"
$400k annually
Avoided HANA upgrade
SOFFCONT1 growing 18% annually. DB02 projections showed 8TB by year-end. Traditional archiving tools failing with memory errors.
Built Python pipeline to externalize cold data. Created automated growth monitoring. Implemented intelligent archiving based on access patterns.
18% annual growth trend
3% annual growth post-optimization
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