Developed by a worldwide crew of greater than 3000 software program engineers, Cisco IOS XE Software program powers greater than 160 Cisco enterprise platforms for entry, distribution, core, WAN, and wi-fi — with many various kind components and combos of {hardware} and software program. One of many most important causes the software program stack can embody such a big portfolio of enterprise networking merchandise is because of a typical database and database-centric programming mannequin throughout all platforms.
It began with the Cisco 1000 Collection Aggregation Companies Router (ASR 1000) in 2004, the place each state replace to the information path went into and out of an in-memory database. Since 2015 and Cisco IOS XE model 16.1.1, many extra platforms have been added, due largely to the software program stack’s consolidated database options that work throughout all platforms. From one platform supported by IOS XE to 160 in six years is an unimaginable trade run charge.
Listed below are a number of the most helpful and sturdy database options used throughout all Cisco units that run Cisco IOS XE.
In-memory Database Energy and Capturing Utility Intent
Configuration and operational information in IOS XE units are saved in in-memory NoSQL graph databases. Along with offering atomicity, consistency, isolation, and sturdiness (ACID) performance, IOS XE helps validation and default values, dependency administration, replication, notifications, subscriptions, and consolidation.
Utility database intent ― together with schema, defaults, validation, and graph mannequin ― are captured in a Area Particular Language (DSL) referred to as The Definition Language (TDL) that was developed by Cisco. Utilizing TDL, builders can describe what they wish to do, what information they wish to mannequin, and the foundations for validation. Then the TDL compiler generates database interplay code within the language of selection for the applying (e.g., C, Java, Python), as proven in Determine 1. If builders wish to use a brand new language, they will nonetheless use the intent captured in TDL to generate code.

Decoupling intent from implementation code gives super architectural flexibility. For IOS XE, the again finish is written in C to supply optimum efficiency. The entrance finish makes use of a proper question system and will be in any language. We use a customized compiler with a Mannequin-View-Controller (MVC)-based structure to carry out the magic of changing intent to front-end APIs.
This method eliminates the necessity for information conversion for shoppers querying the database. As proven in Determine 2, functions can natively work together with the database via APIs whatever the language of selection. The database can be learn by different functions and/or infrastructure (e.g., Internet UI, CLI-based present instructions, and different monitoring providers).

Runtime Infrastructure for Cisco IOS XE
Though the database infrastructure in IOS XE can use secondary storage because the database retailer, many of the functions use in-memory databases that reside in RAM. A transactional engine specifies ACID ensures (e.g., a course of launched by some person should request modifying the database and sign when it’s achieved modifying it). Failure to finish the method leads to the database being rolled again so it’s by no means in an inconsistent state.

The uncooked lookup information construction layer consists of the infrastructure for indexing algorithm tables (e.g., hash tables, binary search bushes). The graph layer is the place user-specific database configurations like desk connections, default values, and validation enforcement are carried out. For instance, a Wi-fi Lan Controller (WLC) tracks Entry Factors (AP) and shoppers related to it. Purchasers are related to the WLC via the AP. This wi-fi operational state could also be modeled as AP and consumer tables, with every document within the AP desk related to a consumer desk. You will need to notice that is the inner state of the applying. With IOS XE database runtime, this state can now be consolidated, exported, replicated for SSO, etcetera, whereas being performant sufficient to assist the high-scale necessities for wi-fi.
Different Features Enhanced with IOS XE Database Options
- Quick reload – On reload, a persistent, version-aware, binary configuration will be learn sooner than any textual content illustration. Up to now, reloading software program on Cisco platforms may take as much as 7 minutes. With Prolonged Quick Software program Improve (xFSU), it takes 30 seconds or much less. The {hardware} isn’t powered off and visitors retains flowing whereas the management airplane is maintained in an operational state through the reload course of.
- Stateful Course of Restart – Externalizing an IOS XE system’s configuration and operational state permits stateful restart processes. By saving the system’s state externally, it may be restarted and can proceed the place it left off.
- Horizontal Scaling – Consolidation of a tool’s operational state permits for the elastic and horizontal scaling of processes based mostly on altering software visitors patterns. There could also be a number of copies of the identical course of, every with its personal database, however Cisco permits databases to be consolidated right into a single database, offering a worldwide view, which makes it simpler to spawn extra processes horizontally.
- Stateful Switchover (SSO) – Databases on energetic and standby units in a excessive availability configuration are constantly synchronized via replication to maintain the standby system in a scorching state, in a position to change into energetic in case of a failure. Like stateful course of restart, on the system stage, SSO synchronizes one system via replication constantly.
- In-Service Software program Improve (ISSU) – To make sure that variations of Cisco IOS XE which are operating are right throughout supervisor engines and different units, databases in Cisco IOS present per-object versioning assist with construct time checking for violations. This helps guarantee a dependable ISSU. ISSU orchestrates the improve on standby and energetic processors one after the opposite and then switches between them within the management airplane so that there’s zero efficient downtime and 0 visitors loss.
- Monitoring and International Gadget View – A tool operating IOS XE present a worldwide view of its advanced and diverse operations, based mostly on the consolidation of databases, which permits for larger real-time insights into configuration and operational information. Analysts can subscribe to particular information units and request to be alerted when any modifications happen to watch the system extra proactively.
Abstract of Database Advantages in Cisco IOS XE
Database options in Cisco IOS XE enable units to be reloaded in seconds, to take care of a state throughout restart and switchover. Functions can devour database data natively with none translation required. Intent will be gathered and code generated in any growth language, making certain resilience to regressions. Databases utilized by every system are consolidated into a worldwide view, enabling the horizontal scaling of processes. The system helps model skew operation with per-object versioning.
It’s all comparatively seamless throughout all 160+ Cisco IOS XE units.
Take pleasure in newer Cisco IOS XE Blogs:
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Cisco Champions the Highly effective, Evolving Networking Software program Stack
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