# Monitoring

> Overview of Pigsty's monitoring system architecture and how to monitor existing PostgreSQL instances

---

LLMS index: [llms.txt](/llms.txt)

---

This document introduces Pigsty's monitoring system architecture, including metrics, logs, and target management. It also covers how to [monitor existing PG clusters](#monitor-existing-cluster) and remote [RDS services](#monitor-rds).


----------------

## Monitoring Overview

Pigsty uses a modern observability stack for PostgreSQL monitoring:

- Grafana for metrics visualization and PostgreSQL datasource
- VictoriaMetrics for collecting metrics from PostgreSQL / Pgbouncer / Patroni / HAProxy / Node
- VictoriaLogs for logging PostgreSQL / Pgbouncer / Patroni / pgBackRest and host component logs
- Battery-included Grafana dashboards showcasing all aspects of PostgreSQL; use the live [demo](https://demo.pigsty.io/ui/) and the dashboard links in this page because the set evolves with each release

**Metrics**

PostgreSQL monitoring metrics are fully defined by the pg_exporter configuration file: [`roles/pg_monitor/templates/pg_exporter.yml`](https://github.com/pgsty/pigsty/blob/main/roles/pg_monitor/templates/pg_exporter.yml).
They are further processed by VictoriaMetrics/vmalert-compatible recording and alerting rules: [`files/victoria/rules/pgsql.yml`](https://github.com/pgsty/pigsty/blob/main/files/victoria/rules/pgsql.yml).

Pigsty uses three identity labels: `cls`, `ins`, `ip`, which are attached to all metrics and logs. Additionally, metrics from Pgbouncer, host nodes (NODE), and load balancers are also used by Pigsty, with the same labels used whenever possible for correlation analysis.

```yaml
- { cls: pg-meta, ins: pg-meta-1, ip: 10.10.10.10 }
- { cls: pg-test, ins: pg-test-1, ip: 10.10.10.11 }
- { cls: pg-test, ins: pg-test-2, ip: 10.10.10.12 }
- { cls: pg-test, ins: pg-test-3, ip: 10.10.10.13 }
```

**Logs**

PostgreSQL-related logs are collected by Vector and sent to the VictoriaLogs log storage/query service on infra nodes.

- [`pg_log_dir`](/docs/pgsql/param#pg_log_dir): postgres log directory, defaults to `/pg/log/postgres`
- [`pgbouncer_log_dir`](/docs/pgsql/param#pgbouncer_log_dir): pgbouncer log directory, defaults to `/pg/log/pgbouncer`
- [`patroni_log_dir`](/docs/pgsql/param#patroni_log_dir): patroni log directory, defaults to `/pg/log/patroni`
- [`pgbackrest_log_dir`](/docs/pgsql/param#pgbackrest_log_dir): pgbackrest log directory, defaults to `/pg/log/pgbackrest`


**Target Management**

VictoriaMetrics monitoring targets are defined in static files under `/infra/targets/pgsql/`, with each instance having a corresponding file. Taking `pg-meta-1` as an example:

```yaml
# pg-meta-1 [primary] @ 10.10.10.10
- labels: { cls: pg-meta, ins: pg-meta-1, ip: 10.10.10.10 }
  targets:
    - 10.10.10.10:9630    # <--- pg_exporter for PostgreSQL metrics
    - 10.10.10.10:9631    # <--- pgbouncer_exporter for PgBouncer metrics
    - 10.10.10.10:8008    # <--- Patroni metrics (when API SSL is not enabled)
    - 10.10.10.10:9854    # <--- pgbackrest_exporter for backup metrics
```

When the global flag [`patroni_ssl_enabled`](/docs/pgsql/param#patroni_ssl_enabled) is set, Patroni targets are written separately to `/infra/targets/patroni/<ins>.yml`, because they use an HTTPS scrape endpoint. When [monitoring RDS](#monitor-rds) instances, monitoring targets are placed in `/infra/targets/pgrds/` and managed by **cluster**.

When removing a cluster using `bin/pgsql-rm` or `pgsql-rm.yml`, the corresponding monitoring targets are removed. You can also use:

```bash
bin/pgmon-rm <cls|ins>    # Remove monitoring targets from all infra nodes
```

Remote RDS monitoring targets are placed in `/infra/targets/pgrds/<cls>.yml`, created by the [`pgsql-monitor.yml`](/docs/pgsql/playbook#pgsql-monitoryml) playbook or `bin/pgmon-add` script.




----------------

## Monitoring Modes

Pigsty provides three monitoring modes to suit different monitoring needs.

|     Item \ Level      |           L1            |             L2             |       L3        |
|:---------------------:|:-----------------------:|:--------------------------:|:---------------:|
|         Name          |  [Basic](#monitor-rds)  |  [Managed](#monitor-existing-cluster)  |  **Standard**   |
|        Abbr           |        **RDS**          |        **MANAGED**         |    **FULL**     |
|        Scenario       |  Connection string only, e.g., RDS  |    Existing DB, nodes manageable    | Instances created by Pigsty |
|   PGCAT Features      |     ✅ Fully Available    |        ✅ Fully Available     |   ✅ Fully Available   |
|   PGSQL Features      |    ✅ PG metrics only    |    ✅ PG & node metrics only   |  ✅ Full Features  |
|   Connection Pool Metrics  |     ❌ Not Available     |        ⚠️ Optional          |    ✅ Pre-installed   |
|  Load Balancer Metrics    |     ❌ Not Available     |        ⚠️ Optional          |    ✅ Pre-installed   |
|   PGLOG Features      |     ❌ Not Available     |        ⚠️ Optional          |    ✅ Pre-installed   |
|    PG Exporter        |   ⚠️ On infra nodes     |       ✅ On DB nodes         |   ✅ On DB nodes    |
|   Node Exporter       |     ❌ Not deployed      |       ✅ On DB nodes         |   ✅ On DB nodes    |
|   Intrusiveness       |    ✅ Non-intrusive      |    ⚠️ Install Exporter      | ⚠️ Fully managed by Pigsty |
|  Monitor Existing Instances |    ✅ Supported       |        ✅ Supported          | ❌ For Pigsty-managed only |
| Monitoring Users & Views   |    Manual setup       |        Manual setup         | Auto-created by Pigsty |
| Deployment Playbook   | `bin/pgmon-add <cls>`   | Partial `pgsql.yml`/`node.yml` |   `pgsql.yml`   |
| Required Permissions  | Connectable PGURL from infra | SSH & sudo on DB nodes  | SSH & sudo on DB nodes |
| Feature Summary       |     PGCAT + PGRDS       |        Most features        |  Full features  |

Databases fully managed by Pigsty are automatically monitored with the best support and typically require no configuration. For existing PostgreSQL clusters or RDS services, if the target DB nodes **can be managed by Pigsty** (ssh accessible, sudo available), you can consider [managed deployment](#monitor-existing-cluster) for a monitoring experience similar to native Pigsty. If you **can only access the target database via PGURL** (database connection string), such as remote RDS services, you can use [basic mode](#monitor-rds) to monitor the target database.




----------------

## Monitor Existing Cluster

**If the target DB nodes can be managed by Pigsty** (`ssh` accessible and `sudo` available), you can use the `pg_exporter` task in the [`pgsql.yml`](/docs/pgsql/playbook#pgsqlyml) playbook to deploy monitoring components (PG Exporter) on target nodes in the same way as standard deployments. You can also use the `pgbouncer` and `pgbouncer_exporter` tasks from that playbook to deploy connection pools and their monitoring on existing instance nodes. Additionally, you can use `node_exporter`, `haproxy`, and `vector` from [**`node.yml`**](/docs/node/playbook#nodeyml) to deploy host monitoring, load balancing, and log collection components, achieving an experience identical to native Pigsty database instances.

The definition method for existing clusters is exactly the same as for clusters managed by Pigsty. You selectively execute partial tasks from the `pgsql.yml` playbook instead of running the entire playbook.

```bash
./node.yml  -l <cls> -t node_repo,node_pkg           # Add YUM repos from INFRA nodes and install packages on host nodes
./node.yml  -l <cls> -t node_exporter,node_register  # Configure host monitoring and add to VictoriaMetrics
./node.yml  -l <cls> -t vector                       # Configure host log collection and send to VictoriaLogs
./pgsql.yml -l <cls> -t pg_exporter,pg_register      # Configure PostgreSQL monitoring and register with VictoriaMetrics/Grafana
```

Since the target database cluster already exists, you need to manually [create monitoring users, schemas, and extensions](#monitor-setup) on the target database cluster.




----------------

## Monitor RDS

If you **can only access the target database via PGURL** (database connection string), you can configure according to the instructions here. In this mode, Pigsty deploys corresponding PG Exporters on [**INFRA nodes**](/docs/concept/arch/node#infra-node) to scrape remote database metrics, as shown below:

```text
------ infra ------
|                 |
| victoria-metrics|            v---- pg-foo-1 ----v
|       ^         |  metrics   |         ^        |
|   pg_exporter <-|------------|----  postgres    |
|   (port: 20001) |            | 10.10.10.10:5432 |
|       ^         |            ^------------------^
|       ^         |                      ^
|       ^         |            v---- pg-foo-2 ----v
|       ^         |  metrics   |         ^        |
|   pg_exporter <-|------------|----  postgres    |
|   (port: 20002) |            | 10.10.10.11:5433 |
-------------------            ^------------------^
```

In this mode, the monitoring system will not have metrics from hosts, connection pools, load balancers, or high availability components, but the database itself and real-time status information from the data catalog are still available. Pigsty provides two dedicated monitoring dashboards focused on PostgreSQL metrics: [PGRDS Cluster](https://demo.pigsty.io/ui/d/pgrds-cluster) and [PGRDS Instance](https://demo.pigsty.io/ui/d/pgrds-instance), while overview and database-level monitoring reuses existing dashboards. Since Pigsty cannot manage your RDS, users need to [configure monitoring objects](#monitor-setup) on the target database in advance.



> [!NOTE] Limitations when monitoring external Postgres instances
> - PgBouncer connection pool metrics are not available
> - Patroni high availability component metrics are not available
> - Host node monitoring metrics are not available, including node HAProxy and Keepalived metrics
> - Log collection and log-derived metrics are not available


Here we use the sandbox environment as an example: suppose the `pg-meta` cluster is an RDS instance `pg-foo-1` to be monitored, and the `pg-test` cluster is an RDS cluster `pg-bar` to be monitored:

1. Create monitoring schemas, users, and permissions on the target. Refer to [Monitor Setup](#monitor-setup) for details
2. Declare the cluster in the configuration inventory. For example, if we want to monitor "remote" `pg-meta` & `pg-test` clusters:

    ```yaml
    infra:            # Infra cluster for proxies, monitoring, alerts, etc.
      hosts: { 10.10.10.10: { infra_seq: 1 } }
      vars:           # Install pg_exporter on group 'infra' for remote postgres RDS
        pg_exporters: # List all remote instances here, assign a unique unused local port for k
          20001: { pg_cluster: pg-foo, pg_seq: 1, pg_host: 10.10.10.10 , pg_databases: [{ name: meta }] } # Register meta database as Grafana datasource

          20002: { pg_cluster: pg-bar, pg_seq: 1, pg_host: 10.10.10.11 , pg_port: 5432 } # Different connection string methods
          20003: { pg_cluster: pg-bar, pg_seq: 2, pg_host: 10.10.10.12 , pg_exporter_url: 'postgres://dbuser_monitor:DBUser.Monitor@10.10.10.12:5432/postgres?sslmode=disable'}
          20004: { pg_cluster: pg-bar, pg_seq: 3, pg_host: 10.10.10.13 , pg_monitor_username: dbuser_monitor, pg_monitor_password: DBUser.Monitor }
    ```

   Databases listed in the `pg_databases` field will be registered in Grafana as PostgreSQL datasources, providing data support for PGCAT monitoring dashboards. If you don't want to use PGCAT and register databases in Grafana, simply set `pg_databases` to an empty array or leave it blank.

   ![pigsty-monitor.jpg](/img/pigsty/monitor.jpg)

3. Execute the add monitoring command: `bin/pgmon-add <clsname>`

    ```bash
    bin/pgmon-add pg-foo  # Bring pg-foo cluster into monitoring
    bin/pgmon-add pg-bar  # Bring pg-bar cluster into monitoring
    ```

4. To remove remote cluster monitoring targets, use `bin/pgmon-rm <clsname>`

    ```bash
    bin/pgmon-rm pg-foo  # Remove pg-foo from Pigsty monitoring
    bin/pgmon-rm pg-bar  # Remove pg-bar from Pigsty monitoring
    ```


You can use more parameters to override default `pg_exporter` options. Here's an example configuration for monitoring Aliyun RDS for PostgreSQL and PolarDB with Pigsty:

> [!DETAILS]- Example: Monitoring Aliyun RDS for PostgreSQL and PolarDB
> For details, refer to: [remote.yml](https://github.com/pgsty/pigsty/blob/main/conf/demo/remote.yml)
>
> ```yaml
> infra:            # Infra cluster for proxies, monitoring, alerts, etc.
>   hosts: { 10.10.10.10: { infra_seq: 1 } }
>   vars:
>     pg_exporters:   # List all remote RDS PG instances to be monitored here
>
>       20001:        # Assign a unique unused local port for local monitoring agent, this is a PolarDB primary
>         pg_cluster: pg-polar                  # RDS cluster name (identity parameter, manually assigned name in monitoring system)
>         pg_seq: 1                             # RDS instance number (identity parameter, manually assigned name in monitoring system)
>         pg_host: pc-2ze379wb1d4irc18x.polardbpg.rds.aliyuncs.com # RDS host address
>         pg_port: 1921                         # RDS port (from console connection info)
>         pg_exporter_auto_discovery: true      # Enable new database auto-discovery
>         pg_exporter_include_database: 'test'  # Only monitor databases in this list (comma-separated)
>         pg_monitor_username: dbuser_monitor   # Monitoring username, overrides global config
>         pg_monitor_password: DBUser_Monitor   # Monitoring password, overrides global config
>         pg_databases: [{ name: test }]        # List of databases to enable PGCAT for, only name field needed, set register_datasource to false to not register
>
>       20002:       # This is a PolarDB standby
>         pg_cluster: pg-polar                  # RDS cluster name (identity parameter, manually assigned name in monitoring system)
>         pg_seq: 2                             # RDS instance number (identity parameter, manually assigned name in monitoring system)
>         pg_host: pe-2ze7tg620e317ufj4.polarpgmxs.rds.aliyuncs.com # RDS host address
>         pg_port: 1521                         # RDS port (from console connection info)
>         pg_exporter_auto_discovery: true      # Enable new database auto-discovery
>         pg_exporter_include_database: 'test,postgres'  # Only monitor databases in this list (comma-separated)
>         pg_monitor_username: dbuser_monitor   # Monitoring username
>         pg_monitor_password: DBUser_Monitor   # Monitoring password
>         pg_databases: [ { name: test } ]        # List of databases to enable PGCAT for, only name field needed, set register_datasource to false to not register
>
>       20004: # This is a basic single-node RDS for PostgreSQL instance
>         pg_cluster: pg-rds                    # RDS cluster name (identity parameter, manually assigned name in monitoring system)
>         pg_seq: 1                             # RDS instance number (identity parameter, manually assigned name in monitoring system)
>         pg_host: pgm-2zern3d323fe9ewk.pg.rds.aliyuncs.com  # RDS host address
>         pg_port: 5432                         # RDS port (from console connection info)
>         pg_exporter_auto_discovery: true      # Enable new database auto-discovery
>         pg_exporter_include_database: 'rds'   # Only monitor databases in this list (comma-separated)
>         pg_monitor_username: dbuser_monitor   # Monitoring username
>         pg_monitor_password: DBUser_Monitor   # Monitoring password
>         pg_databases: [ { name: rds } ]       # List of databases to enable PGCAT for, only name field needed, set register_datasource to false to not register
>
>       20005: # This is a high-availability RDS for PostgreSQL cluster primary
>         pg_cluster: pg-rdsha                  # RDS cluster name (identity parameter, manually assigned name in monitoring system)
>         pg_seq: 1                             # RDS instance number (identity parameter, manually assigned name in monitoring system)
>         pg_host: pgm-2ze3d35d27bq08wu.pg.rds.aliyuncs.com  # RDS host address
>         pg_port: 5432                         # RDS port (from console connection info)
>         pg_exporter_include_database: 'rds'   # Only monitor databases in this list (comma-separated)
>         pg_databases: [ { name: rds }, {name : test} ]  # Include these two databases in PGCAT management, register as Grafana datasources
>
>       20006: # This is a high-availability RDS for PostgreSQL cluster read-only instance (standby)
>         pg_cluster: pg-rdsha                  # RDS cluster name (identity parameter, manually assigned name in monitoring system)
>         pg_seq: 2                             # RDS instance number (identity parameter, manually assigned name in monitoring system)
>         pg_host: pgr-2zexqxalk7d37edt.pg.rds.aliyuncs.com  # RDS host address
>         pg_port: 5432                         # RDS port (from console connection info)
>         pg_exporter_include_database: 'rds'   # Only monitor databases in this list (comma-separated)
>         pg_databases: [ { name: rds }, {name : test} ]  # Include these two databases in PGCAT management, register as Grafana datasources
>
> ```



---------------------

## Monitor Setup

When you want to monitor existing instances, whether RDS or self-built PostgreSQL instances, you need to configure the target database so that Pigsty can access them.

To monitor an external existing PostgreSQL instance, you need a connection string that can access that instance/cluster. Any accessible connection string (business user, superuser) can be used, but we recommend using a dedicated monitoring user to avoid permission leaks.

- [ ] [Monitor User](#monitor-user): The default username is `dbuser_monitor`, which should belong to the `pg_monitor` role group or have access to relevant views
- [ ] [Monitor Authentication](#monitor-authentication): Default password authentication is used; ensure HBA policies allow the monitoring user to access databases from the admin node or DB node locally
- [ ] [Monitor Schema](#monitor-schema): Fixed schema name `monitor` is used for installing additional **monitoring views** and extension plugins; optional but recommended
- [ ] [Monitor Extension](#monitor-extension): **Strongly recommended** to enable the built-in monitoring extension `pg_stat_statements`
- [ ] [Monitor Views](#monitor-views): Monitoring views are optional but can provide additional metric support


### Monitor User

Using the default monitoring user `dbuser_monitor` as an example, create the following user on the target database cluster.

```sql
CREATE USER dbuser_monitor;                                       -- Create monitoring user
COMMENT ON ROLE dbuser_monitor IS 'system monitor user';          -- Comment on monitoring user
GRANT pg_monitor TO dbuser_monitor;                               -- Grant pg_monitor privilege to monitoring user, otherwise some metrics cannot be collected

ALTER USER dbuser_monitor PASSWORD 'DBUser.Monitor';              -- Modify monitoring user password as needed (strongly recommended! but keep consistent with Pigsty config)
ALTER USER dbuser_monitor SET log_min_duration_statement = 1000;  -- Recommended to avoid logs filling up with monitoring slow queries
ALTER USER dbuser_monitor SET search_path = monitor,public;       -- Recommended to ensure pg_stat_statements extension works properly
```

Please note that the monitoring user and password created here should be consistent with [`pg_monitor_username`](/docs/pgsql/param#pg_monitor_username) and [`pg_monitor_password`](/docs/pgsql/param#pg_monitor_password).


---------------------

### Monitor Authentication

Configure the database `pg_hba.conf` file, adding the following rules to allow the monitoring user to access all databases from localhost and the admin machine using password authentication.

```ini
# allow local role monitor with password
local   all  dbuser_monitor                    md5
host    all  dbuser_monitor  127.0.0.1/32      md5
host    all  dbuser_monitor  <admin_machine_IP>/32 md5
```

If your RDS doesn't support defining HBA, simply whitelist the internal IP address of the machine running Pigsty.

---------------------

### Monitor Schema

The monitoring schema is **optional**; even without it, the main functionality of Pigsty's monitoring system can work properly, but we strongly recommend creating this schema.

```sql
CREATE SCHEMA IF NOT EXISTS monitor;               -- Create dedicated monitoring schema
GRANT USAGE ON SCHEMA monitor TO dbuser_monitor;   -- Allow monitoring user to use it
```

---------------------

### Monitor Extension

The monitoring extension is optional, but we strongly recommend enabling the `pg_stat_statements` extension, which provides important data about query performance.

Note: This extension must be listed in the database parameter `shared_preload_libraries` to take effect, and modifying that parameter requires a database restart.

```sql
CREATE EXTENSION IF NOT EXISTS "pg_stat_statements" WITH SCHEMA "monitor";
```

Please note that you should install this extension in the default admin database `postgres`. Sometimes RDS doesn't allow you to create a monitoring schema in the `postgres` database. In such cases, you can install the `pg_stat_statements` plugin in the default `public` schema, as long as you ensure the monitoring user's search_path is configured as above so it can find the `pg_stat_statements` view.

```sql
CREATE EXTENSION IF NOT EXISTS "pg_stat_statements";
ALTER USER dbuser_monitor SET search_path = monitor,public; -- Recommended to ensure pg_stat_statements extension works properly
```


---------------------

### Monitor Views

Monitoring views provide several commonly used pre-processed results and encapsulate permissions for monitoring metrics that require high privileges (such as shared memory allocation), making them convenient for querying and use. Strongly recommended to create in all databases requiring monitoring.

> [!DETAILS]- Monitoring schema and monitoring view definitions
> > The SQL below is provided to explain the monitored objects. The complete definitions rendered by current Pigsty are authoritative in [`roles/pgsql/templates/pg-init-template.sql`](https://github.com/pgsty/pigsty/blob/main/roles/pgsql/templates/pg-init-template.sql), which also includes additional hardening for secure search paths and privilege boundaries.
>
> ```sql
> ----------------------------------------------------------------------
> -- Table bloat estimate : monitor.pg_table_bloat
> ----------------------------------------------------------------------
> DROP VIEW IF EXISTS monitor.pg_table_bloat CASCADE;
> CREATE OR REPLACE VIEW monitor.pg_table_bloat AS
> SELECT CURRENT_CATALOG AS datname, nspname, relname , tblid , bs * tblpages AS size,
>        CASE WHEN tblpages - est_tblpages_ff > 0 THEN (tblpages - est_tblpages_ff)/tblpages::FLOAT ELSE 0 END AS ratio
> FROM (
>          SELECT ceil( reltuples / ( (bs-page_hdr)*fillfactor/(tpl_size*100) ) ) + ceil( toasttuples / 4 ) AS est_tblpages_ff,
>                 tblpages, fillfactor, bs, tblid, nspname, relname, is_na
>          FROM (
>                   SELECT
>                       ( 4 + tpl_hdr_size + tpl_data_size + (2 * ma)
>                           - CASE WHEN tpl_hdr_size % ma = 0 THEN ma ELSE tpl_hdr_size % ma END
>                           - CASE WHEN ceil(tpl_data_size)::INT % ma = 0 THEN ma ELSE ceil(tpl_data_size)::INT % ma END
>                           ) AS tpl_size, (heappages + toastpages) AS tblpages, heappages,
>                       toastpages, reltuples, toasttuples, bs, page_hdr, tblid, nspname, relname, fillfactor, is_na
>                   FROM (
>                            SELECT
>                                tbl.oid AS tblid, ns.nspname , tbl.relname, tbl.reltuples,
>                                tbl.relpages AS heappages, coalesce(toast.relpages, 0) AS toastpages,
>                                coalesce(toast.reltuples, 0) AS toasttuples,
>                                coalesce(substring(array_to_string(tbl.reloptions, ' ') FROM 'fillfactor=([0-9]+)')::smallint, 100) AS fillfactor,
>                                current_setting('block_size')::numeric AS bs,
>                                CASE WHEN version()~'mingw32' OR version()~'64-bit|x86_64|ppc64|ia64|amd64' THEN 8 ELSE 4 END AS ma,
>                                24 AS page_hdr,
>                                23 + CASE WHEN MAX(coalesce(s.null_frac,0)) > 0 THEN ( 7 + count(s.attname) ) / 8 ELSE 0::int END
>                                    + CASE WHEN bool_or(att.attname = 'oid' and att.attnum < 0) THEN 4 ELSE 0 END AS tpl_hdr_size,
>                                sum( (1-coalesce(s.null_frac, 0)) * coalesce(s.avg_width, 0) ) AS tpl_data_size,
>                                bool_or(att.atttypid = 'pg_catalog.name'::regtype)
>                                    OR sum(CASE WHEN att.attnum > 0 THEN 1 ELSE 0 END) <> count(s.attname) AS is_na
>                            FROM pg_attribute AS att
>                                     JOIN pg_class AS tbl ON att.attrelid = tbl.oid
>                                     JOIN pg_namespace AS ns ON ns.oid = tbl.relnamespace
>                                     LEFT JOIN pg_stats AS s ON s.schemaname=ns.nspname AND s.tablename = tbl.relname AND s.inherited=false AND s.attname=att.attname
>                                     LEFT JOIN pg_class AS toast ON tbl.reltoastrelid = toast.oid
>                            WHERE NOT att.attisdropped AND tbl.relkind = 'r' AND nspname NOT IN ('pg_catalog','information_schema')
>                            GROUP BY 1,2,3,4,5,6,7,8,9,10
>                        ) AS s
>               ) AS s2
>      ) AS s3
> WHERE NOT is_na;
> COMMENT ON VIEW monitor.pg_table_bloat IS 'postgres table bloat estimate';
>
> GRANT SELECT ON monitor.pg_table_bloat TO pg_monitor;
>
> ----------------------------------------------------------------------
> -- Index bloat estimate : monitor.pg_index_bloat
> ----------------------------------------------------------------------
> DROP VIEW IF EXISTS monitor.pg_index_bloat CASCADE;
> CREATE OR REPLACE VIEW monitor.pg_index_bloat AS
> SELECT CURRENT_CATALOG AS datname, nspname, idxname AS relname, tblid, idxid, relpages::BIGINT * bs AS size,
>        COALESCE((relpages - ( reltuples * (6 + ma - (CASE WHEN index_tuple_hdr % ma = 0 THEN ma ELSE index_tuple_hdr % ma END)
>                                                + nulldatawidth + ma - (CASE WHEN nulldatawidth % ma = 0 THEN ma ELSE nulldatawidth % ma END))
>                                   / (bs - pagehdr)::FLOAT  + 1 )), 0) / relpages::FLOAT AS ratio
> FROM (
>          SELECT nspname,idxname,indrelid AS tblid,indexrelid AS idxid,
>                 reltuples,relpages,
>                 current_setting('block_size')::INTEGER                                                               AS bs,
>                 (CASE WHEN version() ~ 'mingw32' OR version() ~ '64-bit|x86_64|ppc64|ia64|amd64' THEN 8 ELSE 4 END)  AS ma,
>                 24                                                                                                   AS pagehdr,
>                 (CASE WHEN max(COALESCE(pg_stats.null_frac, 0)) = 0 THEN 2 ELSE 6 END)                               AS index_tuple_hdr,
>                 sum((1.0 - COALESCE(pg_stats.null_frac, 0.0)) *
>                     COALESCE(pg_stats.avg_width, 1024))::INTEGER                                                     AS nulldatawidth
>          FROM pg_attribute
>                   JOIN (
>              SELECT pg_namespace.nspname,
>                     ic.relname                                                   AS idxname,
>                     ic.reltuples,
>                     ic.relpages,
>                     pg_index.indrelid,
>                     pg_index.indexrelid,
>                     tc.relname                                                   AS tablename,
>                     regexp_split_to_table(pg_index.indkey::TEXT, ' ') :: INTEGER AS attnum,
>                     pg_index.indexrelid                                          AS index_oid
>              FROM pg_index
>                       JOIN pg_class ic ON pg_index.indexrelid = ic.oid
>                       JOIN pg_class tc ON pg_index.indrelid = tc.oid
>                       JOIN pg_namespace ON pg_namespace.oid = ic.relnamespace
>                       JOIN pg_am ON ic.relam = pg_am.oid
>              WHERE pg_am.amname = 'btree' AND ic.relpages > 0 AND nspname NOT IN ('pg_catalog', 'information_schema')
>          ) ind_atts ON pg_attribute.attrelid = ind_atts.indexrelid AND pg_attribute.attnum = ind_atts.attnum
>                   JOIN pg_stats ON pg_stats.schemaname = ind_atts.nspname
>              AND ((pg_stats.tablename = ind_atts.tablename AND pg_stats.attname = pg_get_indexdef(pg_attribute.attrelid, pg_attribute.attnum, TRUE))
>                  OR (pg_stats.tablename = ind_atts.idxname AND pg_stats.attname = pg_attribute.attname))
>          WHERE pg_attribute.attnum > 0
>          GROUP BY 1, 2, 3, 4, 5, 6
>      ) est;
> COMMENT ON VIEW monitor.pg_index_bloat IS 'postgres index bloat estimate (btree-only)';
>
> GRANT SELECT ON monitor.pg_index_bloat TO pg_monitor;
>
> ----------------------------------------------------------------------
> -- Relation Bloat : monitor.pg_bloat
> ----------------------------------------------------------------------
> DROP VIEW IF EXISTS monitor.pg_bloat CASCADE;
> CREATE OR REPLACE VIEW monitor.pg_bloat AS
> SELECT coalesce(ib.datname, tb.datname)                                                   AS datname,
>        coalesce(ib.nspname, tb.nspname)                                                   AS nspname,
>        coalesce(ib.tblid, tb.tblid)                                                       AS tblid,
>        coalesce(tb.nspname || '.' || tb.relname, ib.nspname || '.' || ib.tblid::RegClass) AS tblname,
>        tb.size                                                                            AS tbl_size,
>        CASE WHEN tb.ratio < 0 THEN 0 ELSE round(tb.ratio::NUMERIC, 6) END                 AS tbl_ratio,
>        (tb.size * (CASE WHEN tb.ratio < 0 THEN 0 ELSE tb.ratio::NUMERIC END)) ::BIGINT    AS tbl_wasted,
>        ib.idxid,
>        ib.nspname || '.' || ib.relname                                                    AS idxname,
>        ib.size                                                                            AS idx_size,
>        CASE WHEN ib.ratio < 0 THEN 0 ELSE round(ib.ratio::NUMERIC, 5) END                 AS idx_ratio,
>        (ib.size * (CASE WHEN ib.ratio < 0 THEN 0 ELSE ib.ratio::NUMERIC END)) ::BIGINT    AS idx_wasted
> FROM monitor.pg_index_bloat ib
>          FULL OUTER JOIN monitor.pg_table_bloat tb ON ib.tblid = tb.tblid;
>
> COMMENT ON VIEW monitor.pg_bloat IS 'postgres relation bloat detail';
> GRANT SELECT ON monitor.pg_bloat TO pg_monitor;
>
> ----------------------------------------------------------------------
> -- monitor.pg_index_bloat_human
> ----------------------------------------------------------------------
> DROP VIEW IF EXISTS monitor.pg_index_bloat_human CASCADE;
> CREATE OR REPLACE VIEW monitor.pg_index_bloat_human AS
> SELECT idxname                            AS name,
>        tblname,
>        idx_wasted                         AS wasted,
>        pg_size_pretty(idx_size)           AS idx_size,
>        round(100 * idx_ratio::NUMERIC, 2) AS idx_ratio,
>        pg_size_pretty(idx_wasted)         AS idx_wasted,
>        pg_size_pretty(tbl_size)           AS tbl_size,
>        round(100 * tbl_ratio::NUMERIC, 2) AS tbl_ratio,
>        pg_size_pretty(tbl_wasted)         AS tbl_wasted
> FROM monitor.pg_bloat
> WHERE idxname IS NOT NULL;
> COMMENT ON VIEW monitor.pg_index_bloat_human IS 'postgres index bloat info in human-readable format';
> GRANT SELECT ON monitor.pg_index_bloat_human TO pg_monitor;
>
>
> ----------------------------------------------------------------------
> -- monitor.pg_table_bloat_human
> ----------------------------------------------------------------------
> DROP VIEW IF EXISTS monitor.pg_table_bloat_human CASCADE;
> CREATE OR REPLACE VIEW monitor.pg_table_bloat_human AS
> SELECT tblname                                          AS name,
>        idx_wasted + tbl_wasted                          AS wasted,
>        pg_size_pretty(idx_wasted + tbl_wasted)          AS all_wasted,
>        pg_size_pretty(tbl_wasted)                       AS tbl_wasted,
>        pg_size_pretty(tbl_size)                         AS tbl_size,
>        tbl_ratio,
>        pg_size_pretty(idx_wasted)                       AS idx_wasted,
>        pg_size_pretty(idx_size)                         AS idx_size,
>        round(idx_wasted::NUMERIC * 100.0 / idx_size, 2) AS idx_ratio
> FROM (SELECT datname,
>              nspname,
>              tblname,
>              coalesce(max(tbl_wasted), 0)                         AS tbl_wasted,
>              coalesce(max(tbl_size), 1)                           AS tbl_size,
>              round(100 * coalesce(max(tbl_ratio), 0)::NUMERIC, 2) AS tbl_ratio,
>              coalesce(sum(idx_wasted), 0)                         AS idx_wasted,
>              coalesce(sum(idx_size), 1)                           AS idx_size
>       FROM monitor.pg_bloat
>       WHERE tblname IS NOT NULL
>       GROUP BY 1, 2, 3
>      ) d;
> COMMENT ON VIEW monitor.pg_table_bloat_human IS 'postgres table bloat info in human-readable format';
> GRANT SELECT ON monitor.pg_table_bloat_human TO pg_monitor;
>
>
> ----------------------------------------------------------------------
> -- Activity Overview: monitor.pg_session
> ----------------------------------------------------------------------
> DROP VIEW IF EXISTS monitor.pg_session CASCADE;
> CREATE OR REPLACE VIEW monitor.pg_session AS
> SELECT coalesce(datname, 'all') AS datname, numbackends, active, idle, ixact, max_duration, max_tx_duration, max_conn_duration
> FROM (
>          SELECT datname,
>                 count(*)                                         AS numbackends,
>                 count(*) FILTER ( WHERE state = 'active' )       AS active,
>                 count(*) FILTER ( WHERE state = 'idle' )         AS idle,
>                 count(*) FILTER ( WHERE state = 'idle in transaction'
>                     OR state = 'idle in transaction (aborted)' ) AS ixact,
>                 max(extract(epoch from now() - state_change))
>                 FILTER ( WHERE state = 'active' )                AS max_duration,
>                 max(extract(epoch from now() - xact_start))      AS max_tx_duration,
>                 max(extract(epoch from now() - backend_start))   AS max_conn_duration
>          FROM pg_stat_activity
>          WHERE backend_type = 'client backend'
>            AND pid <> pg_backend_pid()
>          GROUP BY ROLLUP (1)
>          ORDER BY 1 NULLS FIRST
>      ) t;
> COMMENT ON VIEW monitor.pg_session IS 'postgres activity group by session';
> GRANT SELECT ON monitor.pg_session TO pg_monitor;
>
>
> ----------------------------------------------------------------------
> -- Sequential Scan: monitor.pg_seq_scan
> ----------------------------------------------------------------------
> DROP VIEW IF EXISTS monitor.pg_seq_scan CASCADE;
> CREATE OR REPLACE VIEW monitor.pg_seq_scan AS
> SELECT schemaname                                                        AS nspname,
>        relname,
>        seq_scan,
>        seq_tup_read,
>        seq_tup_read / seq_scan                                           AS seq_tup_avg,
>        idx_scan,
>        n_live_tup + n_dead_tup                                           AS tuples,
>        round(n_live_tup * 100.0::NUMERIC / (n_live_tup + n_dead_tup), 2) AS live_ratio
> FROM pg_stat_user_tables
> WHERE seq_scan > 0
>   and (n_live_tup + n_dead_tup) > 0
> ORDER BY seq_scan DESC;
> COMMENT ON VIEW monitor.pg_seq_scan IS 'table that have seq scan';
> GRANT SELECT ON monitor.pg_seq_scan TO pg_monitor;
> ```


> [!DETAILS]- Function for viewing shared memory allocation (PG13 and above)
> ```sql
> DROP FUNCTION IF EXISTS monitor.pg_shmem() CASCADE;
> CREATE OR REPLACE FUNCTION monitor.pg_shmem() RETURNS SETOF
>     pg_shmem_allocations SET search_path = '' AS $$ SELECT * FROM pg_shmem_allocations;$$ LANGUAGE SQL SECURITY DEFINER;
> COMMENT ON FUNCTION monitor.pg_shmem() IS 'security wrapper for system view pg_shmem';
> REVOKE ALL ON FUNCTION monitor.pg_shmem() FROM PUBLIC;
> REVOKE ALL ON FUNCTION monitor.pg_shmem() FROM dbrole_readonly;
> REVOKE ALL ON FUNCTION monitor.pg_shmem() FROM dbrole_offline;
> GRANT EXECUTE ON FUNCTION monitor.pg_shmem() TO pg_monitor;
> ```
