Each week appears to convey information of one other data breach, and it is no shock why: securing delicate knowledge has change into tougher than ever. And it isn’t simply because firms are coping with orders of magnitude extra knowledge. Data flows and person roles are continually shifting, and knowledge is saved throughout a number of applied sciences and cloud environments. To not point out, compliance necessities are solely getting stricter and extra elaborate.
The issue is that whereas the info panorama has advanced quickly, the standard methods for securing that knowledge are caught previously. Gone are the times when knowledge lived in predictable locations, with entry managed by a selected few. Immediately, virtually each division within the enterprise wants to make use of buyer knowledge, and AI adoption means big datasets, and a relentless flux of permissions, use circumstances, and instruments. Safety groups are struggling to implement efficient methods for securing delicate knowledge, and a brand new crop of instruments, referred to as knowledge security platforms, have appeared on the scene previously few years to deal with the hole.
One in every of these gamers, Satori, claims their knowledge security platform can “safe all knowledge, from manufacturing to AI”. We wished to research this declare. However first, what does that even imply for security groups? Let’s break it down into two components: “safe all knowledge” and “from manufacturing to AI.”
Safe all knowledge
When Satori says it secures all knowledge, it implies that not like different knowledge security platforms, Satori focuses on securing each kind of knowledge inside a corporation, not only a particular subset. Legacy knowledge security options, together with DSPM (Data Safety Posture Administration) platforms, primarily give attention to securing analytical knowledge — knowledge that’s sometimes used for enterprise intelligence or reporting.
Nonetheless, Satori extends its security to cowl operational knowledge, semi-structured knowledge, and different knowledge varieties that different platforms could overlook. This complete method ensures that not solely is your analytical knowledge safe, however all types of knowledge, together with semi-structured, are protected all through their lifecycle.
From Manufacturing to AI
“From manufacturing to AI” refers back to the security of knowledge throughout your entire pipeline, from its creation and use in manufacturing environments to its utility in AI fashions and processes. That is the place many knowledge security options fall quick. Legacy platforms typically focus totally on securing knowledge in analytical environments like knowledge lakes, warehouses, and lakehouses. However they typically neglect operational or manufacturing knowledge, the place dangers can come up.
For instance, builders or engineers may have momentary entry to manufacturing databases to deal with points or carry out upkeep. With out correct safeguards, giving them entry can result in over-privileged entry, making them an inside risk. Satori’s method helps mitigate this threat by guaranteeing that entry to delicate manufacturing knowledge is tightly managed, even for momentary or emergency conditions.
Moreover, legacy knowledge security options neglect BI instruments, leaving implementation of row-level security on these instruments to security groups – not a easy activity. Satori, alternatively, helps fine-grained entry management on BI instruments, permitting security groups to handle entry to them alongside knowledge shops.
So how does it work?
You may’t safe knowledge if you do not know what knowledge you may have and the place it is positioned. Satori combines the visibility capabilities provided by DSPMs, that are required by security groups to safe buyer knowledge. This makes it straightforward to reply the first knowledge security questions throughout databases, knowledge warehouses, and knowledge lakes:
- The place are my knowledge property (databases, warehouses, and so on)?
Satori repeatedly discovers and screens knowledge property.
- The place is my delicate knowledge?
Satori repeatedly classifies knowledge and tags it with acceptable knowledge kind tags.
- Who has entry to what knowledge?
Satori analyzes your knowledge retailer configuration to provide you knowledge entry governance and perceive what customers have entry to what knowledge.
- Who has entry to what delicate knowledge?
When mixed with Satori’s steady knowledge discovery and classification, who has entry to a selected database or desk and what kinds of delicate knowledge are used.
- Who’s doing what, with what knowledge?
Satori offers you full Data Exercise Monitoring throughout all of your knowledge shops in a central location. You may simply enrich audit logs by creating custom-made entry log studies for platforms like Splunk, Snowflake, DataDog, or Elastic. That approach, precisely what customers have been doing with the info, who authorised these actions, and what security insurance policies have been utilized.
In Satori, knowledge shops are found robotically by scanning cloud accounts or added immediately within the administration console, through API or with Terraform.
Join your entire cloud accounts to Satori and obtain notifications for all the new knowledge shops and knowledge property added to them.
As soon as found, knowledge shops are repeatedly monitored to provide a full stock of the info property they include, categorized to the column stage with a broad set of out-of-the-box or customer-built classifiers.
A mapping of the permissions construction is carried out to obviously present which customers have entry to what knowledge property.
Lastly, any dangerous misconfiguration that will degrade their security posture is detected, with alerts produced for the related groups to remediate. Groups can use Satori’s posture supervisor to get an outline of your group’s database person permissions over time:
Greater than visibility
Most security groups go about tackling the info security problem in a sequential course of:
- Map out your knowledge
- Establish who has entry to what knowledge
- Apply controls to cut back threat and meet compliance necessities
The issue with this method is that groups typically get caught in step 1, getting caught in a loop as new knowledge shops and customers are launched. Satori overhauls this course of by introducing automation at each step. Each the work of discovering and classifying knowledge and the enforcement of security insurance policies occur in actual time, adjusting robotically as new knowledge shops are added.
Satori makes it straightforward to implement the suitable security controls at scale, utilizing:
RBAC (role-based entry management) and ABAC (attribute-based entry management)
Satori permits organizations to use RBAC and ABAC universally, even on platforms that should not have such native assist.
You may create masking profiles, which might then be used to create dynamic masking insurance policies.
Momentary knowledge entry
When customers want entry to knowledge, they’ll get it robotically for a set period of time. This relieves the group of over-privileged knowledge entry, one of many fundamental root causes of delicate knowledge publicity.
Tremendous-grained entry management throughout a number of knowledge shops
For instance, you possibly can apply knowledge masking to your Snowflake cloud knowledge, in addition to your MSSQL and Postgres databases.
Enforcement of approval workflows
In lots of circumstances, entry to most datasets requires approval from knowledge house owners or knowledge stewards. Satori makes it straightforward to implement such a course of immediately or by integrating with workflow instruments like Jira, ServiceNow, and even Slack.
Remaining phrases
Satori would not simply present you the place your knowledge is or who has entry to it — it helps you actively management it, from manufacturing databases to AI fashions. By automating key duties like discovering delicate knowledge, managing permissions, and implementing entry controls, Satori makes defending knowledge easier and more practical. For security groups, it is a method to transfer past simply mapping knowledge security dangers and truly mitigate them.
To be taught extra about Satori, go to Satori’s web site or schedule a 1:1 demo assembly.