Data Management for Grown Ups

All Things Open
All Things OpenAll Things Open
Data Management
For Grown Ups
Terrell Russell, Ph.D.
@terrellrussell
Senior Data Scientist, iRODS Consortium
Renaissance Computing Institute (RENCI), UNC-Chapel Hill
Data Management for Grown Ups
iRODS Consortium
was created to ensure the sustainability of iRODS and to
further its adoption and continued evolution. To this end, the Consortium
works to standardize the definition, development, and release of iRODS-based
data middleware technologies, evangelize iRODS among potential users,
promote new advances in iRODS, and expand the adoption of iRODS-based
data middleware technologies through the development, release, and support
of an open-source, mission-critical, production-level distribution of iRODS.
Current Members:
RENCI, DICE, Seagate, DDN, Novartis, IBM, Complete Genomics, Wellcome Trust
Sanger Institute, UCL, Cleversafe, EMC, and the NASA Atmospheric Science Data
Center
The iRODS Consortium
Data Management
Multiple pieces
Multiple meanings
Multiple goals
Data Management
Access - Authentication, Authorization, Revocation
Data Management
Access
Description - Standards for discovery, compliance
Data Management
Access
Description
Integrity - Confidence that nothing has changed
Data Management
Access
Description
Integrity
Replication - Multiple copies, multiple locations
Data Management
Access
Description
Integrity
Replication
Availability - If things are down, nothing else matters
Data Management
Access
Description
Integrity
Replication
Availability
Migration - Hardware changes, format changes
Data Management
Access
Description
Integrity
Replication
Availability
Migration
Recovery - Robust plans for when things go wrong
Data Management
Access
Description
Integrity
Replication
Availability
Migration
Recovery
Provenance - Full record of all related activity
Data Management
Access
Description
Integrity
Replication
Availability
Migration
Recovery
Provenance
Retention - Deleting data on a defined schedule
People with Keys + Notes/Reports
Passwords + Folders + Scripts (Maybe)
Credentials + Metadata + Automation
Policy Enforcement - Through the Years
Data Management
Fraught with People
Four Verticals → Four Case Studies
Health Care & Life Science
Oil & Gas
Media & Entertainment
Archives & Records Management
Health Care & Life Science
Genomics Use Case - Data begins as series of images
from a sequencer, converted to bases (ATCG),
fragmented, aligned, annotated for variants, filtered,
analyzed
Extensive Data Pipelines
Saved State
Diverse Data Products
Share Results
Health Care & Life Science
Priorities:
reproducibility
multi-institutional
collaboration
Oil & Gas
Ingest Use Case - As existing storage fills up,
complementary strategies 1) migrate from active to
slower, cheaper archive and 2) add more active.
Traditional HSM has limited flexibility (access date,
physical location, etc.) and additional namespaces
just add more complexity.
Diverse Data Sources
Spread Geographically
Computationally Intense
Oil & Gas
Priorities:
unified namespace
automated analytics
Media & Entertainment
Born Digital Use Case - New valuable creative
content (movie assets, original musical tracks)
requires large, robust, long-term, flexible,
accessible infrastructure.
Popular Content
Unique
Largely Video and Games
Media & Entertainment
Priorities:
access control
backups
integrity
Archives & Records Management
Provenance Use Case - Libraries, museums, and
other cultural institutions have a 100+ year view on
their digital assets. Must maintain archival and
dissemination copies. Lots of metadata.
Cultural Heritage
Original and Derivative Copies
Quality Search and Browse
Archives & Records Management
Priorities:
provenance
integrity
migration
metadata
replication
Four Verticals → Four Case Studies
Health Care & Life Science
Oil & Gas
Media & Entertainment
Archives & Records Management
The Four Pillars
Open Source Data Management Middleware
iRODS enables data discovery using a metadata catalog that
describes every file, every directory, and every storage
resource in the data grid.
iRODS automates data workflows, with a rule engine that
permits any action to be initiated by any trigger on any server
or client in the grid.
iRODS enables secure collaboration, so users only need to
log in to their home grid to access data hosted on a remote
grid.
iRODS implements data virtualization, allowing access to
distributed storage assets under a unified namespace, and
freeing organizations from getting locked in to single-vendor
storage solutions.
Questions?
irods.org
github.com/irods
@irods
Creative Commons Images Used:
https://www.flickr.com/photos/addieplum/116062198/
https://www.flickr.com/photos/ajmexico/3281139507/
https://www.flickr.com/photos/future15/2037742362/
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