Security Assertion Markup Language 2.0 (SAML 2.0) is a version of the SAML standard for exchanging authentication and authorization data between security domains. SAML 2.0 is an XML-based protocol that uses security tokens containing assertions to pass information about a principal (usually an end user) between a SAML authority, named an Identity Provider, and a SAML consumer, named a Service Provider. SAML 2.0 enables web-based authentication and authorization scenarios including cross-domain single sign-on (SSO), which helps reduce the administrative overhead of distributing multiple authentication tokens to the user.
Contents
- SAML 20 Assertions
- Example of SAML Assertion
- SAML 20 Protocols
- Authentication Request Protocol
- Artifact Resolution Protocol
- SAML 20 Bindings
- HTTP Redirect Binding
- HTTP POST Binding
- HTTP Artifact Binding
- Artifact Format
- SAML 20 Profiles
- Web Browser SSO Profile
- SP Redirect Request IdP POST Response
- SP POST Request IdP POST Response
- SP Redirect Artifact IdP Redirect Artifact
- Identity Provider Discovery Profile
- Assertion QueryRequest Profile
- SAML Attribute Query
- SAML 20 Metadata
- Identity Provider Metadata
- SSO Service Metadata
- Service Provider Metadata
- Assertion Consumer Service Metadata
- Metadata Aggregates
- References
SAML 2.0 was ratified as an OASIS Standard in March 2005, replacing SAML 1.1. The critical aspects of SAML 2.0 are covered in detail in the official documents SAMLConform, SAMLCore, SAMLBind, and SAMLProf.
Some 30 individuals from more than two dozen companies and organizations were involved in the creation of SAML 2.0. In particular, and of special note, Liberty Alliance donated its Identity Federation Framework (ID-FF) specification to OASIS, which became the basis of the SAML 2.0 specification. Thus SAML 2.0 represents the convergence of SAML 1.1, Liberty ID-FF 1.2, and Shibboleth 1.3.
SAML 2.0 Assertions
An assertion is a package of information that supplies zero or more statements made by a SAML authority. SAML assertions are usually made about a subject, represented by the <Subject>
element. The SAML 2.0 specification defines three different kinds of assertion statements that can be created by a SAML authority. All SAML-defined statements are associated with a subject. The three kinds of statements defined are as follows:
An important type of SAML assertion is the so-called "bearer" assertion used to facilitate Web Browser SSO. Here is an example of a short-lived bearer assertion issued by an identity provider (https://idp.example.org/SAML2) to a service provider (https://sp.example.com/SAML2). The assertion includes both an Authentication Assertion <saml:AuthnStatement>
and an Attribute Assertion <saml:AttributeStatement>
, which presumably the service provider uses to make an access control decision. The prefix saml:
represents the SAML V2.0 assertion namespace.
Example of SAML Assertion
Note that in the above example the <saml:Assertion>
element contains the following child elements:
<saml:Issuer>
element, which contains the unique identifier of the identity provider<ds:Signature>
element, which contains an integrity-preserving digital signature (not shown) over the <saml:Assertion>
element<saml:Subject>
element, which identifies the authenticated principal (but in this case the identity of the principal is hidden behind an opaque transient identifier, for reasons of privacy)<saml:Conditions>
element, which gives the conditions under which the assertion is to be considered valid<saml:AuthnStatement>
element, which describes the act of authentication at the identity provider<saml:AttributeStatement>
element, which asserts a multi-valued attribute associated with the authenticated principalIn words, the assertion encodes the following information:
The assertion ("b07b804c-7c29-ea16-7300-4f3d6f7928ac") was issued at time "2004-12-05T09:22:05Z" by identity provider (https://idp.example.org/SAML2) regarding subject (3f7b3dcf-1674-4ecd-92c8-1544f346baf8) exclusively for service provider (https://sp.example.com/SAML2).
The authentication statement, in particular, asserts the following:
The principal identified in the <saml:Subject>
element was authenticated at time "2004-12-05T09:22:00" by means of a password sent over a protected channel.
Likewise the attribute statement asserts that:
The principal identified in the <saml:Subject>
element is a staff member at this institution.
SAML 2.0 Protocols
The following protocols are specified in SAMLCore:
The most important of these protocols—the Authentication Request Protocol—is discussed in detail below.
Authentication Request Protocol
In SAML 1.1 Web Browser SSO Profiles are IdP-initiated, that is, an unsolicited <samlp:Response>
element is transmitted from the identity provider to the service provider (via the browser). (The prefix samlp:
denotes the SAML protocol namespace.) In SAML 2.0, however, the flow begins at the service provider who issues an explicit authentication request to the identity provider. The resulting Authentication Request Protocol is a significant new feature of SAML 2.0.
When a principal (or an entity acting on the principal's behalf) wishes to obtain an assertion containing an authentication statement, a <samlp:AuthnRequest>
element is transmitted to the identity provider:
The above <samlp:AuthnRequest>
element, which implicitly requests an assertion containing an authentication statement, was evidently issued by a service provider (https://sp.example.com/SAML2) and subsequently presented to the identity provider (via the browser). The identity provider authenticates the principal (if necessary) and issues an authentication response, which is transmitted back to the service provider (again via the browser).
Artifact Resolution Protocol
A SAML message is transmitted from one entity to another either by value or by reference. A reference to a SAML message is called an artifact. The receiver of an artifact resolves the reference by sending a <samlp:ArtifactResolve>
request directly to the issuer of the artifact, who then responds with the actual message referenced by the artifact.
Suppose, for example, that an identity provider sends the following <samlp:ArtifactResolve>
request directly to a service provider (via a back channel):
In response, the service provider returns the SAML element referenced by the enclosed artifact. This protocol forms the basis of the HTTP Artifact Binding.
SAML 2.0 Bindings
The bindings supported by SAML 2.0 are outlined in the Bindings specification (SAMLBind):
For Web Browser SSO, the HTTP Redirect Binding and the HTTP POST Binding are commonly used. For example, the service provider may use HTTP Redirect to send a request while the identity provider uses HTTP POST to transmit the response. This example illustrates that an entity's choice of binding is independent of its partner's choice of binding.
HTTP Redirect Binding
SAML protocol messages can be carried directly in the URL query string of an HTTP GET request. Since the length of URLs is limited in practice, the HTTP Redirect binding is suitable for short messages, such as the <samlp:AuthnRequest>
message. Longer messages (e.g. those containing signed or encrypted SAML assertions, such as SAML Responses) are usually transmitted via other bindings such as the HTTP POST Binding.
SAML requests or responses transmitted via HTTP Redirect have a SAMLRequest
or SAMLResponse
query string parameter, respectively. Before it's sent, the message is deflated (without header and checksum), base64-encoded, and URL-encoded, in that order. Upon receipt, the process is reversed to recover the original message.
For example, encoding the <samlp:AuthnRequest>
message above yields:
The above message (formatted for readability) may be signed for additional security. In practice, all the data contained in a <samlp:AuthnRequest>
, such as Issuer
which contains the SP ID, and NameIDPolicy
, has been agreed between IdP and SP beforehand (via manual information exchange or via SAML metadata). In that case signing the request is not a security constraint. When the <samlp:AuthnRequest>
contains information not known by the IdP beforehand, such as Assertion Consumer Service URL, signing the request is recommended for security purposes.
HTTP POST Binding
In the following example, both the service provider and the identity provider use an HTTP POST Binding. Initially, the service provider responds to a request from the user agent with a document containing an XHTML form:
The value of the SAMLRequest
parameter is the base64-encoding of a <samlp:AuthnRequest>
element, which is transmitted to the identity provider via the browser. The SSO service at the identity provider validates the request and responds with a document containing another XHTML form:
The value of the SAMLResponse
parameter is the base64 encoding of a <samlp:Response>
element, which likewise is transmitted to the service provider via the browser.
To automate the submission of the form, the following line of JavaScript may appear anywhere on the XHTML page:
This assumes, of course, that the first form element in the page contains the above SAMLResponse containing form
element (forms[0]
).
HTTP Artifact Binding
The HTTP Artifact Binding uses the Artifact Resolution Protocol and the SAML SOAP Binding (over HTTP) to resolve a SAML message by reference. Consider the following specific example. Suppose a service provider wants to send a <samlp:AuthnRequest>
message to an identity provider. Initially, the identity provider transmits an artifact to the service provider via an HTTP redirect:
Next the service provider sends a <samlp:ArtifactResolve>
request (such as the ArtifactResolveRequest shown earlier) directly to the identity provider via a back channel. Finally, the identity provider returns a <samlp:ArtifactResponse>
element containing the referenced <samlp:AuthnRequest>
message:
Of course the flow can go in the other direction as well, that is, the identity provider may issue an artifact, and in fact this is more common. See, for example, the "double artifact" profile example later in this topic.
Artifact Format
In general, a SAML 2.0 artifact is defined as follows (SAMLBind):
SAML_artifact := B64 (TypeCode EndpointIndex RemainingArtifact) TypeCode := Byte1Byte2 EndpointIndex := Byte1Byte2Thus a SAML 2.0 artifact consists of three components: a two-byte TypeCode
, a two-byte EndpointIndex
, and an arbitrary sequence of bytes called the RemainingArtifact
. These three pieces of information are concatenated and base64-encoded to yield the complete artifact.
The TypeCode
uniquely identifies the artifact format. SAML 2.0 predefines just one such artifact, of type 0x0004. The EndpointIndex
is a reference to a particular artifact resolution endpoint managed by the artifact issuer (which may be either the IdP or the SP, as mentioned earlier). The RemainingArtifact
, which is determined by the type definition, is the "meat" of the artifact.
The format of a type 0x0004 artifact is further defined as follows:
TypeCode := 0x0004 RemainingArtifact := SourceId MessageHandle SourceId := 20-byte_sequence MessageHandle := 20-byte_sequenceThus a type 0x0004 artifact is of size 44 bytes (unencoded). The SourceId
is an arbitrary sequence of bytes, although in practice, the SourceId
is the SHA-1 hash of the issuer's entityID. The MessageHandle
is a random sequence of bytes that references a SAML message that the artifact issuer is willing to produce on-demand.
For example, consider this hex-encoded type 0x0004 artifact:
00040000c878f3fd685c833eb03a3b0e1daa329d47338205e436913660e3e917549a59709fd8c91f2120222fIf you look closely, you can see the TypeCode
(0x0004) and the EndpointIndex
(0x0000) at the front of the artifact. The next 20 bytes are the SHA-1 hash of the issuer's entityID (https://idp.example.org/SAML2) followed by 20 random bytes. The base64-encoding of these 44 bytes is what you see in the ArtifactResolveRequest example above.
SAML 2.0 Profiles
In SAML 2.0, as in SAML 1.1, the primary use case is still Web Browser SSO, but the scope of SAML 2.0 is broader than previous versions of SAML, as suggested in the following exhaustive list of profiles:
Although the number of supported profiles is quite large, the Profiles specification (SAMLProf) is simplified since the binding aspects of each profile have been factored out into a separate Bindings specification (SAMLBind).
Web Browser SSO Profile
SAML 2.0 specifies a Web Browser SSO Profile involving an identity provider (IdP), a service provider (SP), and a principal wielding an HTTP user agent. The SP has four bindings from which to choose while the IdP has three, which leads to twelve (12) possible deployment scenarios. We outline three such deployment scenarios below.
SP Redirect Request; IdP POST Response
This is one of the most commonly used scenario. The Service Provider (SP) sends the SAML Request to the IdP SSO Service using Redirect Binding, then the IdP sends back the SAML Response using POST Binding.
The message flow begins with a request for a secured resource at the SP.
1. Request the target resource at the SP
The principal (via an HTTP user agent) requests a target resource at the service provider:
https://sp.example.com/myresourceThe service provider performs a security check on behalf of the target resource. If a valid security context at the service provider already exists, skip steps 2–7. The SP may use any kind of mechanism to discover the Identity Provider that will be used, e.g. ask the user, use a preconfigured IdP, etc.
2. Redirect to IdP SSO Service
The service provider generates an appropriate SAMLRequest (and RelayState, if any), then redirects the browser to the SSO Service, using a standard HTTP 302.
The SAMLRequest may optionally be signed using the SP signing key. For this basic example, it is not.
The RelayState
token is an opaque reference to state information maintained at the service provider. The value of the SAMLRequest
parameter is a deflated, base64-encoded and URL-encoded value of an <samlp:AuthnRequest>
element:
3. Request the SSO Service at the IdP
According to the HTTP standard, the user agent issues a GET request to the SSO service at the identity provider:
where the values of the SAMLRequest
and RelayState
parameters are the same as those provided in the SP 302 response. The SSO service at the IdP processes the <samlp:AuthnRequest>
element (by URL-decoding, base64-decoding and inflating the request, in that order) and performs a security check. If the user does not have a valid security context, the identity provider identifies the user with any mechanism (details omitted).
4. Respond with an XHTML form
The SSO service validates the request and responds with a document containing an XHTML form:
The value of the RelayState
parameter has been preserved from step 3. The value of the SAMLResponse
parameter is the base64 encoding of the following <samlp:Response>
element:
5. Request the Assertion Consumer Service at the SP
The user agent issues a POST request to the assertion consumer service at the service provider:
where the values of the SAMLResponse
and RelayState
parameters are taken from the XHTML form at step 4.
6. Redirect to the target resource
The assertion consumer service processes the response, creates a security context at the service provider and redirects the user agent to the target resource.
7. Request the target resource at the SP again
The user agent requests the target resource at the service provider (again):
https://sp.example.com/myresource8. Respond with requested resource
Since a security context exists, the service provider returns the resource to the user agent.
SP POST Request; IdP POST Response
This is a relatively simple deployment of the SAML 2.0 Web Browser SSO Profile where both the service provider (SP) and the identity provider (IdP) use the HTTP POST binding.
The message flow begins with a request for a secured resource at the SP.
1. Request the target resource at the SP
The principal (via an HTTP user agent) requests a target resource at the service provider:
https://sp.example.com/myresourceThe service provider performs a security check on behalf of the target resource. If a valid security context at the service provider already exists, skip steps 2–7.
2. Respond with an XHTML form
The service provider responds with a document containing an XHTML form:
The RelayState
token is an opaque reference to state information maintained at the service provider. The value of the SAMLRequest
parameter is the base64 encoding of the following <samlp:AuthnRequest>
element:
Before the <samlp:AuthnRequest>
element is inserted into the XHTML form, it is first base64-encoded.
3. Request the SSO Service at the IdP
The user agent issues a POST request to the SSO service at the identity provider:
where the values of the SAMLRequest
and RelayState
parameters are taken from the XHTML form at step 2. The SSO service processes the <samlp:AuthnRequest>
element (by URL-decoding, base64-decoding and inflating the request, in that order) and performs a security check. If the user does not have a valid security context, the identity provider identifies the user (details omitted).
4. Respond with an XHTML form
The SSO service validates the request and responds with a document containing an XHTML form:
The value of the RelayState
parameter has been preserved from step 3. The value of the SAMLResponse
parameter is the base64 encoding of the following <samlp:Response>
element:
5. Request the Assertion Consumer Service at the SP
The user agent issues a POST request to the assertion consumer service at the service provider:
where the values of the SAMLResponse
and RelayState
parameters are taken from the XHTML form at step 4.
6. Redirect to the target resource
The assertion consumer service processes the response, creates a security context at the service provider and redirects the user agent to the target resource.
7. Request the target resource at the SP again
The user agent requests the target resource at the service provider (again):
https://sp.example.com/myresource8. Respond with requested resource
Since a security context exists, the service provider returns the resource to the user agent.
SP Redirect Artifact; IdP Redirect Artifact
This is a complex deployment of the SAML 2.0 Web Browser SSO Profile where both the service provider (SP) and the identity provider (IdP) use the HTTP Artifact binding. Both artifacts are delivered to their respective endpoints via HTTP GET.
The message flow begins with a request for a secured resource at the SP:
1. Request the target resource at the SP
The principal (via an HTTP user agent) requests a target resource at the service provider:
https://sp.example.com/myresourceThe service provider performs a security check on behalf of the target resource. If a valid security context at the service provider already exists, skip steps 2–11.
2. Redirect to the Single Sign-on (SSO) Service at the IdP
The service provider redirects the user agent to the single sign-on (SSO) service at the identity provider. A RelayState
parameter and a SAMLart
parameter are appended to the redirect URL.
3. Request the SSO Service at the IdP
The user agent requests the SSO service at the identity provider:
https://idp.example.org/SAML2/SSO/Artifact?SAMLart=artifact_1&RelayState=tokenwhere token
is an opaque reference to state information maintained at the service provider and artifact_1
is a SAML artifact, both issued at step 2.
4. Request the Artifact Resolution Service at the SP
The SSO service dereferences the artifact by sending a <samlp:ArtifactResolve>
element bound to a SAML SOAP message to the artifact resolution service at the service provider:
where the value of the <samlp:Artifact>
element is the SAML artifact transmitted at step 3.
5. Respond with a SAML AuthnRequest
The artifact resolution service at the service provider returns a <samlp:ArtifactResponse>
element (containing an <samlp:AuthnRequest>
element) bound to a SAML SOAP message to the SSO service at the identity provider:
The SSO service processes the <samlp:AuthnRequest>
element and performs a security check. If the user does not have a valid security context, the identity provider identifies the user (details omitted).
6. Redirect to the Assertion Consumer Service
The SSO service at the identity provider redirects the user agent to the assertion consumer service at the service provider. The previous RelayState
parameter and a new SAMLart
parameter are appended to the redirect URL.
7. Request the Assertion Consumer Service at the SP
The user agent requests the assertion consumer service at the service provider:
https://sp.example.com/SAML2/SSO/Artifact?SAMLart=artifact_2&RelayState=tokenwhere token
is the token value from step 3 and artifact_2
is the SAML artifact issued at step 6.
8. Request the Artifact Resolution Service at the IdP
The assertion consumer service dereferences the artifact by sending a <samlp:ArtifactResolve>
element bound to a SAML SOAP message to the artifact resolution service at the identity provider:
where the value of the <samlp:Artifact>
element is the SAML artifact transmitted at step 7.
9. Respond with a SAML Assertion
The artifact resolution service at the identity provider returns a <samlp:ArtifactResponse>
element (containing an <samlp:Response>
element) bound to a SAML SOAP message to the assertion consumer service at the service provider:
10. Redirect to the target resource
The assertion consumer service processes the response, creates a security context at the service provider and redirects the user agent to the target resource.
11. Request the target resource at the SP again
The user agent requests the target resource at the service provider (again):
https://sp.example.com/myresource12. Respond with the requested resource
Since a security context exists, the service provider returns the resource to the user agent.
Identity Provider Discovery Profile
The SAML 2.0 Identity Provider Discovery Profile introduces the following concepts:
As a hypothetical example of a Common Domain, let's suppose Example UK (example.co.uk) and Example Deutschland (example.de) belong to the virtual organization Example Global Alliance (example.com). In this example, the domain example.com is the common domain. Both Example UK and Example Deutschland have a presence in this domain (uk.example.com and de.example.com, resp.).
The Common Domain Cookie is a secure browser cookie scoped to the common domain. For each browser user, this cookie stores a history list of recently visited IdPs. The name and value of the cookie are specified in the IdP Discovery Profile (SAMLProf).
After a successful act of authentication, the IdP requests the Common Domain Cookie Writing Service. This service appends the IdP's unique identifier to the common domain cookie. The SP, when it receives an unauthenticated request for a protected resource, requests the Common Domain Cookie Reading Service to discover the browser user's most recently used IdP.
Assertion Query/Request Profile
The Assertion Query/Request Profile is a general profile that accommodates numerous types of so-called queries using the following SAML 2.0 elements:
<samlp:AssertionIDRequest>
element, which is used to request an assertion given its unique identifier (ID
)<samlp:SubjectQuery>
element, which is an abstract extension point that allows new subject-based SAML queries to be defined<samlp:AuthnQuery>
element, which is used to request existing authentication assertions about a given subject from an Authentication Authority<samlp:AttributeQuery>
element, which is used to request attributes about a given subject from an Attribute Authority<samlp:AuthzDecisionQuery>
element, which is used to request an authorization decision from a trusted third partyThe SAML SOAP binding is often used in conjunction with queries.
SAML Attribute Query
The Attribute Query is perhaps the most important type of SAML query. Often a requester, acting on behalf of the principal, queries an identity provider for attributes. Below we give an example of a query issued by a principal directly:
Note that the Issuer
is the Subject
in this case. This is sometimes called an attribute self-query. An identity provider might return the following assertion, wrapped in a <samlp:Response>
element (not shown):
In contrast to the BearerAssertion shown earlier, this assertion has a longer lifetime corresponding to the lifetime of the X.509 certificate that the principal used to authenticate to the identity provider. Moreover, since the assertion is signed, the user can push this assertion to a relying party, and as long as the user can prove possession of the corresponding private key (hence the name "holder-of-key"), the relying party can be assured that the assertion is authentic.
SAML 2.0 Metadata
Quite literally, metadata is what makes SAML work (or work well). Let's look at some important uses of metadata:
<samlp:AuthnRequest>
element from a service provider via the browser. How does the identity provider know the service provider is authentic and not some evil service provider trying to phish private information regarding the user? The identity provider consults its list of trusted service providers in metadata before issuing an authentication response.Metadata ensures a secure transaction between an identity provider and a service provider. Before metadata, trust information was encoded into the implementation in a proprietary manner. Now the sharing of trust information is facilitated by standard metadata. SAML 2.0 provides a well-defined, interoperable metadata format that entities can leverage to bootstrap the trust process.
Identity Provider Metadata
An identity provider publishes data about itself in an <md:EntityDescriptor>
element:
The entityID
attribute is the unique identifier of the identity provider. Note that the details of the digital signature (in the <ds:Signature>
element) have been omitted from this example.
The identity provider manages an SSO service and an attribute authority, each having its own descriptor. We describe SSO service metadata below while the <md:AttributeAuthorityDescriptor>
element is not shown.
SSO Service Metadata
The SSO service at the identity provider is described in an <md:IDPSSODescriptor>
element:
The previous metadata element describes the SSO service at the identity provider. Note the following details about this element:
Binding
attribute of the <md:ArtifactResolutionService>
element indicates that the SAML SOAP binding (SAMLBind) should be used for artifact resolution.Location
attribute of the <md:ArtifactResolutionService>
element is used in step 8 of the "double artifact" profile.index
attribute of the <md:ArtifactResolutionService>
element is used as the EndpointIndex
in the construction of a SAML type 0x0004 artifact.<md:NameIDFormat>
elements indicate what SAML name identifier formats (SAMLCore) the SSO service supports.Binding
attributes of the <md:SingleSignOnService>
elements are standard URIs specified in the SAML 2.0 Binding specification (SAMLBind).Location
attribute of the <md:SingleSignOnService>
element that supports the HTTP POST binding is used in step 2 of the "double POST" profile.Location
attribute of the <md:SingleSignOnService>
element that supports the HTTP Artifact binding is used in step 2 of the "double artifact" profile.<saml:Attribute>
element describes an attribute that the identity provider is willing to assert (subject to policy). The <saml:AttributeValue>
elements enumerate the possible values the attribute may take on.Service Provider Metadata
A service provider also publishes data about itself in an <md:EntityDescriptor>
element:
The primary component managed by the service provider is the assertion consumer service, which is discussed below.
Assertion Consumer Service Metadata
The assertion consumer service is contained in an <md:SPSSODescriptor>
element:
Note the following details about the <md:SPSSODescriptor>
metadata element:
index
attribute of an <md:AssertionConsumerService>
element is used as the value of the AssertionConsumerServiceIndex
attribute in a <samlp:AuthnRequest>
element.Binding
attributes of the <md:AssertionConsumerService>
elements are standard URIs specified in the SAML 2.0 Binding specification (SAMLBind).Location
attribute of the <md:AssertionConsumerService>
element that supports the HTTP POST binding (index="0"
) is used in step 4 of the "double POST" profile.Location
attribute of the <md:AssertionConsumerService>
element that supports the HTTP Artifact binding (index="1"
) is used in step 6 of the "double artifact" profile.<md:AttributeConsumingService>
element is used by the identity provider to formulate an <saml:AttributeStatement>
element that is pushed to the service provider in conjunction with Web Browser SSO.index
attribute of the <md:AttributeConsumingService>
element is used as the value of the AttributeConsumingServiceIndex
attribute in a <samlp:AuthnRequest>
element.As noted earlier, the values of the Location
attributes are used by an identity provider to route SAML messages, which minimizes the possibility of a rogue service provider orchestrating a man-in-the-middle attack.
Metadata Aggregates
In the previous examples, each <md:EntityDescriptor>
element is shown to be digitally signed. In practice, however, multiple <md:EntityDescriptor>
elements are grouped together under an <md:EntitiesDescriptor>
element with a single digital signature over the entire aggregate:
Typically metadata aggregates such as this are published by trusted third parties called federations who vouch for the integrity of all the metadata in the aggregate. These metadata aggregates can be very large, sometimes on the order of hundreds of entities per aggregate.