Data Quality ManagementData Quality Monitoring & Reporting Use AI and machine learning to keep...
Transcript of Data Quality ManagementData Quality Monitoring & Reporting Use AI and machine learning to keep...
U S E C A S E S
D a t a D i s c o v e r y & P r o f i l i n g
Data discovery and profiling is the first step in any data project. Employ smart, automated metadata discovery algorithms and AI to learn more about your data,
and its structure and content. Find dependencies, categorize and describe data, empower data users to make smarter, more informed decisions, and prevent costly mistakes. Store your findings in a central data catalog for future projects.
Issue resolution
ONE Engine
Monitoring results
Exports
Retrieve data for DQ processing1
2 Cleansed & merged data back into data sources 3
4 Summary DQ reports
5 DQ issues for manual resolution
6 Data corrections and extensions of the DQ rules
Cleansed and merged data (exports)
Data Quality ManagementImprove your data quality to leverage
the full potential of your data. Ataccama
ONE Data Quality Management fits any IT
infrastructure, responding to your specific
business needs with a robust and flexible
back-end engine and an easy-to-use,
business-oriented interface.
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D a t a Q u a l i t y M o n i t o r i n g & R e p o r t i n g
Use AI and machine learning to keep information about
your current data quality state readily available for faster,
improved decision making. See trends, view full history,
compare versions, and get accurate and timely visual
reports shared across your company. Utilize a set of reports
which allow managers to monitor the status of a process
as well as keep track of data steward performance. This
can be done in current time or historically. Do all of this
directly from a web app as part of a complete, end-to-end
self-service scenario.
D Q E v a l u a t i o n
Drill to detail original records to see the context of a problem.
With our flexible, modular platform, enjoy native integration
with other Ataccama ONE modules and extend your solution
to cover additional use cases (from data cataloging to MDM
and more) as needed.
R u l e M a n a g e m e n t
Ataccama ONE validation rule management is
collaborative and easy-to-use, and provides results
for a wide variety of business users and third party
applications. Multiple approaches to rule implementation
include simple sentence-like conditions and rich expression
language. Use the rules on everything from getting fast
“one-click” data insights to fully governed DQ Monitoring
solutions.
D a t a P r e p a r a t i o n
Leverage a data catalog and its collaborative features to
accelerate data prep. Enable efficient work for users at various
skill levels, including data citizens (exploring and consuming
data in projects), data scientists (preparing data for further
analysis), data engineers (preparing and consolidating data
for others or for projects, and IT (system administration,
process monitoring, and resource monitoring). Reduce
time spent on repetitive and non-creative tasks with the
help of automated tasks, AI, smart assistance, a self-services
approach, and user collaboration support. Data stewards and
data citizens have access to full data lineage to investigate
the origin of any data element in their data set.
D a t a S t a n d a r d i z a t i o n & C l e a n s i n g
Standardize, clean, validate, correct, transform, and
enrich your data. Leverage an extensive set of pre-defined
C L I E N T R E V I E W S
GARTNER PEER INSIGHTS
Read about our clients’ experience with our tools.
Review our products.
G A R T N E R . C O M / R E V I E W S ( A T A C C A M A )
algorithms, or create your own. Harness available
information from various data sources to make your data
more complete and consistent. Best of all, do it all locally
or in the cloud.
I s s u e Tr a c k i n g & M a n u a l R e s o l u t i o n
Identify, monitor, and resolve data quality issues that
cannot be resolved automatically. Provide an all-in-
one environment for your data stewards to efficiently
and reliably correct errors, perform manual cleansing,
eliminate duplicates, and manually match and merge
where automated processes are insufficient or prone to
risk. Easily propagate the issue resolution and corrected
data to all related systems, ensuring everyone works with
the best data available.
D a t a Q u a l i t y F i r e w a l l
Prevent bad data from entering your systems with a
powerful data quality firewall. Extend current cleansing
and matching processes with a component preventing
users from creating new data quality issues in your
systems. Be confident that any and all edited or newly
entered data is accurate.
M a t c h i n g
Identify duplicate records representing the same entity
(customers, patients, products, locations, or others) with
deterministic or fuzzy matching rules. Use various edit
distance metrics, phonetic algorithms, and other sophisticated
methods to uncover hidden relationships in your data.
A n o m a l y D e t e c t i o n
Use AI to detect irregularities in data loads, including
data volume changes, outliers, changes in data
characteristics, and more. Watch it improve over time
as the solution learns from the user’s approach to
reported anomalies.
F E A T U R E S
B i g D a t a Wo r l d R e a d y
Ataccama ONE Big Data Processing covers the entire data
integration, ingestion, transformation, preparation, and
management process, including data extraction, import to a
data lake and Hadoop, cleansing, and general processing. This
ensures data is ready for further analytics at the right place
and time, and in the right format. All configuration happens
through an intuitive interface, allowing business users to
process and shape data without the need for Hadoop-specific
knowledge such as MapReduce or Spark.
A I & M a c h i n e L e a r n i n g
Artificial intelligence and machine learning in Ataccama ONE
is used in two primary ways:
To simplify and automate the configuration process,
including automated metadata discovery, automated project
configuration, evaluation of results, and finding relevant
examples for the impact of any configuration change.
AI at runtime, including machine learning-based
matching, cleansing and classification, active learning
from user interactions (especially from issue resolution),
and anomaly detection in data loads.
C o n f i g u r a b l e Wo r k f l o w s
All aspects of the issue resolution process are fully configurable,
including the number of steps in the workflow, conditions,
permissions, actions to be performed, and more. Different
workflows can be used for different types of issues, systems,
or entities.
R o l e - B a s e d S e c u r i t y
Provide full, role-based security with the option to leverage
organizational structure to provide even finer-grained
access control based on an employee’s role or department.
We provide a Single Sign-On solution out of the box and can
utilize your existing LDAP solution.
G E T S T A R T E D
ASK FOR A DEMO
See what we can do for your data project. Get in touch to see a full demo of Ataccama ONE.
I N F O @ A T A C C A M A . C O M
TRY ONE–CLICK DATA PROFIL ING
Free account. Instant insights.
O N E . A T A C C A M A . C O M
LOOK FOR US IN THE MAGIC QUADRANTS
Gartner Magic Quadrant for Data Quality ToolsGartner Magic Quadrant for MDM Solutions
READ HOW MACHINE LEARNING TRANSFORMS DATA MANAGEMENT
A T A C C A M A . C O M / F R E E M I U M
ATACCA M A O N E: A I- POW E R E D DATA CU R AT I O N F O R D I G I TA L T R A NSF O R M AT I O N
Discover more p latform modules at ataccama.com
Data Discovery & Profiling
Metadata Management & Data Catalog
Data Quality Management
Master & Reference Data Management
Big Data Processing & Data Integration
D a t a D o m a i n I n d e p e n d e n t
Evaluate, monitor, and improve
the quality of your data,
regardless of data domain. Work
with your customer, product,
transactional, and other data
simultaneously.
F u l l A u d i t H i s t o r y
Keep a full audit history of all
changes made. This information
can be readily used for
determining “who, when, what,
and why” as well as constructing
advanced reports.
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