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 type elements and mixtures of {hardware} and software program. One of many primary 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 Providers 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 unbelievable trade run price.
Listed below are a few of the most helpful and strong database options used throughout all Cisco gadgets that run Cisco IOS XE.
In-memory Database Energy and Capturing Utility Intent
Configuration and operational knowledge in IOS XE gadgets 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 knowledge they wish to mannequin, and the principles for validation. Then the TDL compiler generates database interplay code within the language of alternative 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 supplies great 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 may 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 knowledge conversion for shoppers querying the database. As proven in Determine 2, functions can natively work together with the database by way of APIs whatever the language of alternative. The database may also be learn by different functions and/or infrastructure (e.g., Internet UI, CLI-based present instructions, and different monitoring companies).

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 performed 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 knowledge construction layer contains 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 linked to it. Shoppers are linked to the WLC by way of the AP. This wi-fi operational state could also be modeled as AP and shopper tables, with every document within the AP desk linked to a shopper desk. You will need to be aware that is the interior 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 help 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 may be learn quicker than any textual content illustration. Previously, 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} is rarely powered off and visitors retains flowing whereas the management airplane is maintained in an operational state in the course of the reload course of.
- Stateful Course of Restart – Externalizing an IOS XE machine’s configuration and operational state permits stateful restart processes. By saving the machine’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 primarily based on altering utility visitors patterns. There could also be a number of copies of the identical course of, every with its personal database, however Cisco allows 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 lively and standby gadgets in a excessive availability configuration are repeatedly synchronized by way of replication to maintain the standby machine in a scorching state, capable of develop into lively in case of a failure. Like stateful course of restart, on the machine stage, SSO synchronizes one machine by way of replication repeatedly.
- In-Service Software program Improve (ISSU) – To make sure that variations of Cisco IOS XE which are working are appropriate throughout supervisor engines and different gadgets, databases in Cisco IOS present per-object versioning help with construct time checking for violations. This helps guarantee a dependable ISSU. ISSU orchestrates the improve on standby and lively processors one after the opposite and then switches between them within the management airplane so that there’s zero efficient downtime and nil visitors loss.
- Monitoring and World Machine View – A tool working IOS XE present a worldwide view of its complicated and different operations, primarily based on the consolidation of databases, which permits for larger real-time insights into configuration and operational knowledge. Analysts can subscribe to particular knowledge units and request to be alerted when any modifications happen to watch the machine extra proactively.
Abstract of Database Advantages in Cisco IOS XE
Database options in Cisco IOS XE enable gadgets to be reloaded in seconds, to take care of a state throughout restart and switchover. Purposes can eat database data natively with none translation required. Intent may be gathered and code generated in any improvement language, making certain resilience to regressions. Databases utilized by every machine 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 gadgets.
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